{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 1. 标量导数"
   ]
  },
  {
   "attachments": {
    "image.png": {
     "image/png": 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"
    }
   },
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "![image.png](attachment:image.png)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 2. 亚导数"
   ]
  },
  {
   "attachments": {
    "image.png": {
     "image/png": 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"
    }
   },
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "![image.png](attachment:image.png)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 3. 求导"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 3.1 梯度"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "① y是向量，x是标量的话，求导为标量。\n",
    "\n",
    "② y是向量，x是向量的话，求导为矩阵。"
   ]
  },
  {
   "attachments": {
    "image.png": {
     "image/png": 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ERxODCaZmGgp0/Z3zjcJjDaKIZvfgmgyPGMHBuT7kSbC2jtM/NOVzv/ZsXtY97gWRKktciqX+DUf7rePHya/IPyBukICa/PU6pqI/Lp00hei1Lfnhu8qTuTQuMjbJ55MTdWgM9Zv/TqiNDWZJ7Q9KJC9Co9DmscUymY9MHxFKRPFhHDs3ES85FRGxZNLPQYWJuRlqFcQeWqUyzbjW1Oi75/ALjLVxy+qM2rArw7afgJUbXo3c8ErTStGc+N8njPBvzNzFvSmdUr2mdqXNz1toE/sx5Q6LOlVigtMCLq2ulqCPQ+X0Pu27j8B5+Puvhzd7NODDglPZsfUOQ0sVw+C/lZ3XC1CvsWea2rKV6+sY0Hw2e/ae45GSj2YzWtO56DlGjN7CM4MKk5oTObOxVwpXYYew/BMPhiW3yKtIojDFzFSN1qEwZeL0qEdwwVqNChdKengk2tn+2NYEtZkj7mU8Ut3ZnutovRlz+iBDkwhWne8YvKv+To0NyQVaFAf6laFR6kYbi1wmk4JEjVvbPrSZdpSV92JeZ4k6D169Ps+QrUdeXky3Zv3Y+kShCIDuPGOqeDP+fFrnghpGCe3bak5L2eFHOf+DdwZ+KAaCb5zi2DkPXqby5CX68WV87774pzVLebCShUdtqDUtPzf+/psbsZZVdKbkr1SF3tOr/PugaRVaNs7Pb1s2cWfgACI2b+dyoWbMTPZaDx3BVw+zffMWtm7bzp4T0ehUf3PSrRndp3/PJ20aUNYukLVdBrFa+ZgujY6wOtICW0dHHJMNEhWWJsk3AOqDnxOKLfb/2RWhevQ6Q4JrIvSKATCg6HTo4s/PqVKh1mhy6KgtgGjCntwnIIn2M/2zcGIMr0euBQQk9evX8SxCbiwgEpdpJ6jq/J+w5JgT1Wau5MQTc0o37c2AT8obvd1w31/o2GwQx4u0oYlhHZcB1IVoNW4B7s9TO65Kh/+Socx81IRJwxuSVwWgxq58sX8rC91z7l5/bOTIlxgevtBhiH7O3cuXEmk2UGHpUowijm/PFRQeruxNzcGHiR+Jvn1rsz7B6rY0X3iNjZ/FntXVjGrtmlPgt2UsOeXFq5V+FG4xK4lrPRSebh1O+28Wc+zqM6JNnPCoXZ8q7rc5VGoKx/9pjorm0uzP6LtGRfuVM2i51ZvV99L7mcQrQVAQwdjjaHKH8+fC0Mf5CqO5F6pgeHWfi2fOkHASGx23gmJQXj3hytkzvIxfT6rNcCpejkKx2tQiN3enkM/vBCbxU+ntbELv+A9qS/D1Pj+m18qh45N055n20Xv8klzTVkwUNz73YnMKTVuG4plSQpHDZWpLp7ZAXb76sS5fZdD2Qo7/j7Y+o/EtM44ta+uztc7bIHHAs3kXPAFQCA54hLpAgYR9EP+IZNuhUfwc40nLLt0SHbWlPFhKF89BHErHTLEJzaNNhXmJPG5CtR/8ODK85JuOaDVFvtpFUI8YFCDq7PfU+2gj1f84wpTasYcLGHi2ujPe35rzSfOEU4ObVu1M+zJzWPjFAHQPqjC4Z1JDNNU4uLvhVqY1Iwa3wKdFPco7vWJxsw0c+mcZhcfbB9F+2CEce67jJx9Xjm016sOIRSE44D6h2vy4+o3g/T4bkgju8dTxGp/MdmbS0ntmwoc1heiz6xpz6/97NmZatT9LN7QiKt7rxByfSpfpUfRa8i0fxh+ZobKmeNkc3CkgTVsik+WQvUPh8Z8jafXJNG5XnsDWdd9Q1eo0idVnkafG0eDDX7AevoVNo2qQ3oFK6nwdmHekBi9iH7nqHrB/oz/uLRtSJFXTqOo49T8fBl1sxqKln1MiwX6sxqZQ4bijmUwtsTEF9FeZ8f1CnjSazpiP8sUNxagzTJt/AOeuO2gZb2ZgALQV6N6zFtO/2otV+9V0T6bzQFuuH0s3xH4k7j01wo+OoVnH3whpPI8/ZzTFSR2ZivedWjpu3QoA10aUbDeGax/NeHNGEsKqLl58Zz4Vv99axrqCX8+laR/TcrM3S3eOo3piQ/Fe3eJvfzPe8yqAiVqLdd64FaPatTJNWlROsFpExDI06leUb9KSlkneK0YIkZgcECR67q3rQ5NuSwmuNZltawfhZQ1J3YvUvMowFk44QcNv2tDFaR/repdO3wVTpq6UqeIa56Gocz8ybPFE7txyZtvK3pRLcQxkFM8dTVCZu1Dau2oaRrooPFg5ksknitH3eKd412pE4z97CLMeNuLnwTWTGNZswGBihplKjZ2rcUM1rco25pPeLnw4pjulMrplRwnGzz8AdXEPyuRxxNXubSqakccUMLMjv5tbnPdY4JtvaLKiL9PWDuDQqIpxvtuX/sv55rMBLHpYh3mH19DNPQf0vhuieOx/hIOaZH4cobcIUUg4+3JqxRzlm+JavklhsXP1zPklhWVMyqW3EOJdlgOCRINDwUJ4+Mxi9Nw+VIg/7W8CllTsv5zfb9Wl1cB2jChxiJ/qZsQFFGBWaQgbN4XTrMUAWvSw5q+ln+KeGZ+gEoTvpeeYa3yZ3q4Zz776mq+7N6KYFYQcGkPXcVepO/sEHZMYMqW/vZj+o/7EqmwJHv82hGldDjPaM50pYFeTIT/WNOLNJCPmPGf99bh39Ez17MvqfJ8yZfxqqo34kv812sPoKlage8iBGQP58vvtRH8wjM3rR9AoPWOdU0HjWp46dQy4ZtTmlUes718/Yf9XfGpnyqZj82aNZnM15Kd4fU9x6S/9j7p1VuC9/jRTUugHUmvNscoBtYb4b+WIn4R1tdGsrZaGFdRONJqynDHnP2B0z0HUOr6AlhkxHThq7GuNYd3Sp9T9pDetC+Rn748fkuEtIWonmv6wn5tDLrJ10SxmTvXBY0JpWnSoTODqVcR0X8e8ToUSH0X08jRTewxnr2s/duzvysmWNZnY90ca/zmKKhl1e40MortwkKNPbKlcrVwazho1FPt8DtP3f0Cvdt2wnlCDi9N/YF2QJ33mneDbDuUy5ja1SgRPrvly5uw5zp2/SEi5AUzuUhqzumPZVjcjXuANtRufrTnIuGop7IpqDVaO6Ti31JhjbZP8ejpLE9QqNaaWebC1lfvoirTLuSMaU2JWkcHzx1M7eDkDR+8iJMM2rMa12QzWTKzK3Rld6LPiLpk1KFLjWJ6WQ+ez/+o5fq3zjE2z5nMwyBZX21cEJ3Z78OirLOrqw2jfsoxaOI4PHMrRf/o3lPWfQKevt/IkQ+/qZyw91/b8xXXL92mY1puKaYrQaeEaRhXez5DOwzhc6keOX9zDj+kNkagg7jwKRdFfZ82g9jSpURY3BzvyedSkZZ9JrDgSwCtVJs0GptJg6ZgfNze35P8VyI9DGnMk+u/hlDVRoVIl/8/Eczznou7wSz3zFJdVqUwoPfR4IrMPiNwsR5yRpJe2VB9mzFG4ULZmujvdE2dGuQGLmXG0Ot0HDmR5nXV0NXrSqcRF3vmTn0cMZOI2Ez6atIb2ynomTmnLeysaM3Tur4xukB81oDw/zozuHfl2nxP91q9lmNfr0w+zysNZNv0MtXp3paXjH2ya2IAMOTkzlu4Cq9aex7J2HxrE/3IUA4lNGqBEPMLv+AEOHjrC39F1mbppF1ZdfPhmy2TGexVjZr9auCb7i1aIeHKNC+fO4+t7Ad8LF7h48SJ+V+8TGmNAm6cgj26E41nZh697vodXlap4lc2PVSZ9Xpoi3Vh0qCmWpTPnLMC04iC2XuhCUjdmfEu5MZdP2m7kvfk7GJFiR54KM0d3mahRxPFOBwmYUq7D12RK/6C6EJ9On0nAKgca5cvomiacu0e3sOr3Bfy64ghRFbvxv32T+LyqI2ra0qrjDn4Yu5UCBV5PbR5yfj4DOg1i5ZOKDP5jDRMbxB4SrKFo14X8EdCKVuN9aBA4h1UzOlPWyDsLxxwdSXmHsSnMN2YgJiIaGifyDg8tZNUle5qOaoVr/I8v+ipX7yhQ5AF/b1nIycNHOXrsKCfO3uCZPg9FPGvwYQcnzOy8GLDxBOUm9+bzkXUps6gF/b/9lr5tKuGcyC9bd/JbvGtOxl+nwiRPAUqWr4jnB11pNfA9qnhXpXKZfFim6quMIiwoHL3WBI1GhUofxp2HIRi0abwjulk+PKrkS9s6cSS8sDIOc2eKlnFOcSu6GAfMVCbYFiyFh4c0bYm0e8eD5DUl6DLHLj7FYGKCVqNGpYRw6tZLDKammBrRYqF2a8PIt0NhIm5yZO9lXpiYYKJRg6InJjKQP/1CMVhYYpWa14m4yIpxk5i3bgcn7sTgWq01PRacZEC7iq9vi/uGaZGmjFnSFOX5eZZ/M4zRs/fyvHhXFh78mS4eiXSEqO15/7vNbLPqSJuR3ah2eCtT1i6jT4XXlUb05a0s2HsP1CqIecCOCwqW79uQXLWocf+IwX1qkifZ9/WKU/PHJOxI1t9gwYRl3CvWk8Ufx+thir7Mks/7sOCGjqjrI6i315y8pbypXac9Ywc2oGG9ahS3j/Wz1eSn3rdbOddiDVNHjWFmJy+mDPHio7at+bhRIxrWqUi+N01CWs8uTFlcFcuK3sadaegDmN+6IkMORvxbkatMKNipXjo3mAIliFMbNnIhzAQTrQa1Cgz6KIJPHuaRwQbbPLF7/qM5NdmHL/54kPom18inXIt5xv0+VTmaqh/qayZeQ9n6a8fscYYrslSuCBKUU0xr9Rkb304iqVJhalcGnylNjJ8G/S3TMP4c25ZJF3RvptQwxcLKDhf3D+g/rCMlUzPKx7wA9mZqSnX4gSGtfWhSyTXZJoSYB/tYsvIWZYesZ8bwFgluwRuXLVUHb+G09wxGLDWlRvF/jzy1lg/486cfOBWjxsTSFtfyPfnfoEbJDhtW569JtwFfx50oMYHnzN89LkGQKM+ucC+iID6jhlAz/otordFHKJRo2osWzZrSpHE9qhS2TrEzz7ZcO77f1JqBfttY8utiVq2fwOeLtjDmwB6+rfTmgzEtQ5NOZVLYUipoitJp0q+YnHqOysQMC2s7XIpWomb1ksZvOzFqa14enETv2bf/DQeVCpM8BfH8dDydPWPvxhpcq7Wmi3loxt0/Jwmagh6Z1uwnchaVwZCmKWyzkSiC7gYQZlGQIs4p9UJG8fxeAM+iQaMxwSKPI3kdrd+Jdt7IiEjMLf/bSb3Dn9zikc4B9wJ2Kd96WK9HjwZN/AX1OnQabaJHMoqioFYbW0NF8PhBOHkLOGWDo6VIAu/cJ8KqIIWd0vdd6UMfcPvJK9BqMDEzxzKPA442Zu/waBmRk+TgIBFCCJEdyAGNEEIIo0iQCCGEMIoEiRBCCKNIkAghhDCKBIkQQgijSJAIIYQwigSJEEIIo0iQCCGEMIoEiRBCCKNIkAghhDCKBIkQQgijSJAIIYQwigSJEEIIo0iQCCGEMIoEiRBCCKNIkAghhDCKBIkQQgijSJAIIYQwigSJEEIIo0iQCCGEMIoEiRBCCKNIkAghhDCKBIkQQgijSJAIIYQwigSJEEIIo0iQCCGEMIoEiRBCCKNIkAghhDCKBIkQQgijSJAIIbI33R2O7zrKlcCorC6JSILKYDAYsroQQgiRlKgD/SnbcBmlfrnA1s/djDz6VQg8uZ6NZ4NQ0r0NFdYeTelQ2w2NUWV5d2izugBCCJG0cPav3MS9/O2Y3cHYEAFQuLfle/ottqVds3JYq9K6fiRXtq/geuPCtJUg+YcEiRAi21ICt7Bo0zM8+/ejvnXGbVfj3pyxvwylWFqTQHnE7GurmZxxRXknSJAIIbIpPbeWzWOH0pg5PT0ytLLSX13BV22PY5HmNaO566+HYhlYmHeABIkQIssoAVuYOHEr9/SJPRvJtV3HiLapxb7RvTmc2o2alKPLlAHUskp6EbVrNTp83hLntDZtGULZefcv1qdxtXedBIkQIssoz8+wcfE6ImvWooRNwlrd7r2mNAGCnz5N1fYMzy7w55n7eE9IPkhUtsWo2bBxupq2bkxNc8fKO0+CRAiRtTTutGu04cQAACAASURBVJ2+gXEVja+Oonb0pGibBykupzs5Di/nyenovDcQHRaDrTRtxSFBIoTIRbRUGnuKFyP1Rgz/VaPWmmKWgaXK6SRIhBDvNiWAdSMGs/K6LlM2r3ZsyOi5fciAE6ocKxe/dSFE9hTGrVPnCIhI6VppFaau5ahayiGFJiorClWqRe18ifboG01lUxK7XN5tIkEihMheov2Z17U+02+ZYpZMDaWPjsSx61Zuzm+SfDOT2gHv9v3wBlBCeXDtIaGKsRN6qLByLUFhB6lCQYJECJEtmdJgdgA7eton8Xwk6zoW4Ou0bjZyFwOrdmaPTWGcLRM7jTAQ/uQ2T3DF3cWSxE80ogi695iyk65yYFARmbAQCRIhRG6jcsRn3kUWfWyeyJMRrO1QgD7qWVxc4UNiS6A7yQjPOhzN5GLmJBIkQohcJpJbB5ez5Fli1Z+Oc3djiFYfZvmSF4lXkMo9LoXKXLexSZAIIXIXQzSPLh7hUFBijVIK9wJjiFH5ceRQaOLNVoZg7oUbsMnkYuYkEiRCiNxFlYeaX81LpmlrM+fUXzBvUTJNW6d2S9NWLBIkQojcxRDOueXfMeJoYvOj6LnuF8kr1Sq+G3Eq8WnilaccDlSkkz0WCRIhRDYUzfFJ9fCal3R1/eJOGLRK42ZNy9N+1DAuRSXVx6HHQqtCpbLAysoqifuNuNO43xgK1bSTMHlDgkQIkQ2pyV/Vh/aVE21ceqMD1uVLp60S03rgM9QDnyQXiGCt/wx2qFsybFQSTVsiAQkSIUQ2pKVwvb4MSfI6knTQX2Zetz4sv53cFe4Gnl8PJ0w1mnrvT0viOpI3TCozcN10WjvKeYkEiRAie9EWo92keTQql8w88OmhcuX9LgPIG5rcdI0xnPq5F3PVzenXt3LyFaTaGU8rCRGQIBFCZDdqJ7xadkrXqoY3/xLfrj3lGvhQLtktRGBY/yUm6iq0bCNNW6klQSKEyJFenlvDwoOPUWs1qFWAEkPw8RMEm5XDLnYCRG7n61oj2BuZmosIDYTdf8kLBuFVfkzyTVtvmbzH4M2L6eaWe89OJEiEEFlHbYqFpQWm6aiDzU1vsHbcD/jq1Wi1pphb5cEhXwk6TRpMY8tYC5p40vG776mjz6Sr0dWOlM/l/SQqg8Eg1/oLIYRIt9wdo0IIIYwmQSKEEMIoEiRCCCGMIkEihBDCKBIkQgghjCJBIoQQwigSJEIIIYwiQSKEEMIoEiRCCCGMIkEihBDCKDLXlhAiW4ne3TWri5Ak00ZLs7oI2ZKckQghhDCKBIkQQgijSJAIkRHC73DywAluhmV1QYT470kfiRAZQH9nGX2brKbegXNMrmqaSa+iEHhyPRvPBpHczWKTp8LaoykdaruhycCSidxNgkSIHEPh3pbv6bfYlnbNymGdqtv3xRbJle0ruN64MG0lSEQGkiARIlNFsbdvGZr+FpCqswiVVSuWPlxDB8ukl9G4N2fsL0MpltYkUB4x+9pqJqdxNSFSIkEiRKYyoVK/Zez0iSQ1tyJVaZwpa578MvqrK/iq7XEs0lyWaO7666FYmlcUIlkSJEJkKjUOpWtSt3QGbtG1Gh0+b4lzWpu2DKHsvPsX6zOuKEIAEiRCpEvEpR38cewh+jd/G56cJ0gfit+OJSy4+HowpDpPWZq2qY5rBo+NVNkWo2bDxulq2roxNc0dK0KkSIJEiDRTeHn2D6b+eJyYN4/oQu5zR6cndMlUrpm9fkzt1pmyLavjmsGDuHQnx+HlPDkdY/cNRIfFYCtNWyKDqQwGQ2qaboUQSQplXccSfLLGmj67/filXjI95UZSdFFER+uNGP6rRq01xdw0+15CJlOk5DxyRiKEsUL2sOHPIBT9MxYPGk3rAz9R1x4ggkM/9WOBb0xKW4jHBI8uPzG8vh0oAawbMZiV13WZUHBQOzZk9Nw+VJSaQBhBfj5CGOn5zrXsVeywMzGloLKa7l9U5tCKjhTSgEqjQauNf9L/iqu71+Gbpz5tqudLpIlKjeafB60oVKkWtfPpEyyVEVQ2JbGTbhNhJGnaEsIY+pvMbODNyqIt0a04Qb013/LwqwE87L+PnYPLY5bYOkoAs+qX5MdiG7g5v0niyyS6XigPrj0kVDF2l1Vh5VqCwg7Z8zhSmrZynuz5SxIih4g+NZ/5596j14hCLFtxArVza6bN/ItqXboyxvsgk2vZZNyLRe5iYNXO7LEpjLNlYqcRBsKf3OYJrri7WJL4iUYUQfceU3bSVQ4MKiKT7YkMIUEiRHopj1n70++ENPuFDvn8WAaACufmk5naypv+v+5hWK3W2AO6yEgwN09yh1PCgwkzscc2pRFeKkd85l1k0ceJXbUYwdoOBeijnsXFFT4kel2j7iQjPOtwNNVvUoiUSZAIkU4vD01m/A4Xuh9qhr3K798n1M60nLKbcpoS2AMQxuYeJRlgNo8ri1pgHX9DEfsZ4OnDla/PsquvewpzYEVy6+ByljxLbNfVce5uDNHqwyxf8iLxnVu5x6VQac0WGUuCRIj0iPJl5shFhLdcwFeVtKgux31a7VyKkm//CD/A9gOReE2qQaIDgy1r0atLcarPmsWxHtOpldwUKYZoHl08wqGgxBqlFO4FxhCj8uPIodDEm60MwdwLN5CBDW5CSJAIkXYvOT6hB5MvV2HiktY4qyG5MVWhe9ax+9UHTGzsmESfhJayvfrTcNZgZm0YSc2OTkn3XajyUPOreck0bW3mnPoL5i1Kpmnr1G5p2hIZSoJEiDRSnqxnypzbeH93iD4lU5inRHnMxqXb4OMFtHRJumtb7eJDL5/RtPt1Gbc+GUTxpDZrCOfc8u8YcTSxBfRc94vklWoV3404lXgTmfKUw4GKdLKLDCVBIkQaqV0+ZfKm4pjXKEtKfeM6vwXM2ZuXdjuaYJfsklbU79mRwrWXsuR8fyZUTmTXNC1P+1HDuBSVVB+HHgutCpXKAisrqyT6Wtxp3G8MhWraSZiIDCNBIkSaaSlZq2bKiylPWTdpDtdrjGZNjRTmhge0lTrQtux0li07xujKtRNeX6L1wGeoBz5JbiGCtf4z2KFuybBRSTRtCZEJJEiEyBQKQTtHM3qLLZ/t6kqR1MzUq/WgXeuK/PDrao5Mrk292Emgv8y8bn1Yfju53hgDz6+HE6YaTb33pyVxHckbJpUZuG46rR3lvEQYT4JEiMygv8PaXzZBp8WMqp3aSRw1FG/SiDKTd3D0io56nrF2T5Ur73cZQN7Q5KZrjOHUz72Yq25Ov76Vk9+51c54WkmIiIwhQSJEZtAUpc+GS7TVOeKQhtW0FQax+9a3ODnG2zXV9pRr4EO5ZNeOwLD+S0zUVWjZRpq2xH9HgkSIzGLuiOOb/4ad+YOFhx6ByoASdZ9d1/RYVLBO2PyktsXJMdbfkdv5utYI9kam5iJCA2H3X/KCQXiVH5N809ZbJu8xePNiurnJ2YlIPwkSITKCxoI8jrZYaBOvkC20t9n281xuYIq5lR35qvZnfJ+qKY76wsSTjt99Tx19Jl2NrnakvPSTCCPJ7L9CiGxFZv/NeeRQRAghhFEkSIQQQhhFgkQIIYRRpLNdCPFO0AUFc+JBFPGvtFHb5ME7n4Lf9Ze8fNMjrNKYU7qMHU5yKJ0hJEiEEO8E3YvnLJ9/kiXXY3g7gsi8iDsju5Tnvbw6rl28xv9W3+GyqT1tW1ZkTGk7nLK0xO8OyWMhxDvB3L0Yc0Z709Lh3ytodIoFtd6zw9ImLz7V7LC2dmHcxMYs61Qo6RmWRZpJkAgh3hlq56L82K0gzm+yRHfvGkPWPCM84ikTZ96mWO/3GVrKJGsL+Q6Spi0hxDtERaF6Xow78pQvT0ZhQMeZtUfw8VPzqlI1tn9gJUfPmUA+UyHEu0VjQ9c+njSwfvN3zAsO3rGjX2sXucVwJpEgEUK8czT5SzC1cz5s3zRxGV7cY9LqJ7zM2mK9syRIhBDvJAsbU2w1bzveFS5tOcn/LsVkaZneVRIkQoh3TtSdK/RZY+DbCV6xmriCmTXHn1ORWVq0d5J0tguRCWTiwSwU/phxP92gyGcN6eJpSo0uD6g99yHBBoi8cYmv17mxr5NjwlsZi3STMxIhxLsjOoTF046ywK4M31UxR42akh9Vpm+xt01cOk6vO8n0W8ndsliklQSJEOKdEH3JD5+vdvHl0XDCrlzmy98DeKSPZM+qc6x/HOtuGZGBTBx3nLVBcgeNjCJNW0KId4KpRzk2/JbwZsT5OtWlYacsKFAuImckQgghjCJBIoQQwigSJEIIIYwiQSKEEMIoEiRCCCGMIkEihBDCKBIkQgghjCJBIoQQwigSJEIIIYwiV7YLkR3pI7l0NoCNJx9z5pFClbbVGFHx9TSDoTdu8MOaewQULs2sDvlxlMNBkcXkJyhENhR29xmXNbZUd4nm5Jm7TFl7l0cKvLxykc9/vcXJm0/Z5xvME5kuSmQDckYiRDZkU7QgrQHKlKD+2gesvvaEE4EWHN+mYtj4hlS2AAU5EhTZg/wOhcjOzJyoUUyD4WUgM3++S5FPPKhs8fop2XlFdiG/RSGyM7UZVUvnQauE87xwSXq4yS4rsh/5VQqRrakpVdIBBxVEROqyujBCJEqCRIjsTIlgy+GnvFQZeHQtkJtyYz+RDUmQCJFtKdz+6ywbCnoyoKgK3b1Ajr2QYVoi+5EgESKbir57lTG+zoxvV4gPyliijn7Osct6QM+lg7c5EZnVJRTiNRn+K0S2YeDhWX+mn1VTw9OUv7aG0KJ/NUpqVLiUy0uebffYu+8Wh2PCWBNclKnmWV1eIV6TMxIhsg2FS0euMHvdaTpOuYnbJ160dlQBYFupCE3s4fGRU3xx0p5Bzewxy+LSCvGWnJEIkW1oqN+rMUc+jCRvcUcKW6j+fSpPYebMaEKP52Z4lrbBJusKKUQCEiRCZCfm1lQub53oU5bOeanl/B+XR4hUkKYtIYQQRpEgEUIIYRQJEiGEEEaRIBFCCGEUCRIhhBBGkSARQghhFAkSIYQQRpEgEUIIYRQJEiGEEEaRIBFCCGEUmSJFCJGtmDZamtVFEGmkMhgMcqccIYQQ6SZNW0IIIYwiQSKEEMIoEiRCCCGMIkEihBDCKBIkQgghjCJBIoQQwigSJEIIIYwiQSKEEMIoEiRCCCGMIkEihBDCKBIkQgghjCJBIoQQwigSJEIIIYwi08gLIQRRBN28wvXHEZi5FMejuBNmWV2kHESCRAiRy4Ww/3+DWXrLGgfTMK4f2cNpajN8zmz6VXeQZptUkPuRCJFdRAVx88p1HkeY4VLcg+JOckycJXQBrO9Vl0+3l2H2iY30dNdkdYmyPQkSIbKDkP38b/BSblk7YBp2nSN7TkPt4cyZ3Y/qDnJM/F9THi2kRZk+XO7yF/6zPpBmrhRIkAiRDekC1tOr7qdsLzObExt7IgfF/zH9LabWKc2IZwM45DuF6qZZXaDsTQ51hMiGtG6tmDi8AVE7JzP9SFRWFyf30biQ39kM/d3LXH6Z1YXJ/qSzXYhsSY3zhx9QXrWLP7edJfqD6shBceZRQq+yb+M2jlx+RLRdSd5v2QIDBtCF8jwkhpDnJzhw5CwX/C9z7a4VzaZO4ZNCb4/Dgzk4uT8zb1Zj+LS+eNtk6VvJEhIkwijRu7tmdRGSZNpoaZa9doZ8LpG3yKvRcfrQYJ7vLoGD8VsEsvZzSUrW/Y6iObvzNF8svMXToiUZ2rIQ5SP+ZEK9oTyKicCgXCX64GeERgZiFRTGk62nWXlVxyWz6zTrZP+6AtWHcnzFdjb6rQbHo6z+0OQ/KXl2+h4lSITIFgyEBjxi88mnXAlSsC3oTPPqgAF04dGExETz/Mpjjt0I5lLAC+6ZF2RyT3f+OSgOe8yPcy9zq3R5pjTPSy48KE6HGE6u2k/LZU+xer8Gfw0tRjETACdG+92m4SYDmGixtdSQL78r+Yq6UtMxguP9fbl45A6+HeyprAE0tgz4tg4BI08QbZs7ewty57sWIjsJD2LhtO2U+vIoy56aU7VqAUo8u4TP0AucigEUAwo6XhlMcbaI4sjB26zf7M/Su8o/m9CHBLHraACLF/uxIzLr3kpOEuZ7js9XPCHEuTiz+r0NEQAVTvZmqAC1rTWFLf9dR1u4KO1KqdEFPGDHvX8/f42tHWXc89GwdO4cFSFBIkRWehXI5LF/8dXeKOoNaMz2L0rToqILPh0q8pESxgMF1Bam2JpYUr6CK40bezG3lQMm+mA2HnyO7s1mNG5lWDWmNOVtzXCUvTpl+jCWrLjBFZ2W91uWo2GcUzgDT55HYgBM3ewpF7vdRmNFEy97tPoQ9p5+if7Nw8qz+1xwcqeBJbmS/OSEyDIxHFh6jAkXoyncoCqz69v826GuNsc5D4AKJxcr8vyzjhqPuu5UMTFw9fQDruj/fdypsC3lPAtQVXrlU6R/eo+Nl3Vg7swnta2Jcx6hj+D0jQj0qPAo74pLnFpSTTFPV4qrFS76PyX09Qqc2hNEiXrO5NIckSARIqvoH95g0q5QYsyc+ap9fuxjP6m84nEogJpSRe2J3X2rcSlAQ3cVujsP2f3kbfOKgft/B+P2YX7pH0mFmJvPuaQDbSFnatiq4jynf3KPbdcUMMlL61p5iN9YZVrMlRr2KiKuB3I6GvSPb7I0oiBdC+Xe6jT3vnMhspTC3eN3OR4JVuXdaeMcd1fUPwviXKABNHbUqmAed0fV2FC3Qh40umCO+cW8fiz6GUtv5KFjORk/kxoxETGEG8DUyZpCcU9HuPjXbf6OASfvUnQqkEgVaerE+6W0KCEh+D55xY5Nz6jwcQHs/qvCZ0MSJEJkCQO+N0KIQUXpss44xdkTFe4cC+CMDsxKFsanYPzdVENFT2dc1HrOXn5GFAp39t4grGpxyuTOvt40M3WwIK8aTEw0cc449I9v8t2W5+ht8vNdjyK4JlpDaqlS2g6tEsqpPf6stynJZ/lzd1Wau9+9EFlG4UW4DgMa3Fyt4jafxASzYl8gUSpzmjYrRslEwsG8tDNVzA08vRPMnZAHzL5iT28v6RxJLbOybjRyUBEeEMy1N/1MSshjxv/vLH8aHBkwrCY9kwwHNYVLOVBQFc3uU/BZq7y5fi4uOQ9OhfA7Jzn12JHK1YpJ+7PIIGpcHcxQq3SYmsSusBTu7DnHL7cMOLxXkYkfWCR+tGeRlyqFVWwJCGTpmmDsmtagmJyNpJ5FAcZ97cHlqZfp/H0UjRwiOHY6kKB87sz+wZPPSpole5RtUtAWd1Nbmn1RgQ9yaw97LBIkKdJzZ1lfmqyux4FzkzNvRIwSyMn1GzkbpKS8bFJU1ng07UBtN6lRsj8NNWsUIP+em1y9FYrufQe0GAj09aXL4kcYSniwZHDJpMNBY02V4laoLj9kF/U4WEq+87RR4eJVmYNLSuN7LZRAgwmfdXagjH3qPseIe2FYNvVmdEU5CwQJkuxDuceW7/ux2LYdzcpZo0p5jbgir7B9xXUaF24rQZJDWHtVYk7rUHpuPswnYQVwDXrKnkuRFK1TlZ1dS1DZJrlfgZpSbtZYuLkx7VNXOVNOL3MrKlawStMqStgjph22ZGSvfNhmUrFyGgkSY0TtpW+ZpvwWkJqzCBVWrZbycE2HZMaaa3BvPpZfhhZLMOQwJcqj2VxbPTmNa2UlA8EBT9jnF4T/3VCuPtXSrLcX7d8O2leiOPjH38x6mJchvT2obp21pc0Uagsa9WjClebPORMQicGyON8VtcMlVQe5Oi4/0tKzb0XqpK0eFMaICWXlyod4tK+El3lWFyb7kCAxhkkl+i3biU9kam7pokLjXJbkf3t6rq74irbHLdJelui7+OuhWNrXzDJRejWuLub8/edF1l+K4XqR4rTp4vD6R2mI5PzZ+2y7eB91xRKsrf/fTISXFaycHKjtlJY1DDw/58/6vBX40VOaVjKXwrVtB2i0JJT3mpakUnQkbg0rJBiundtJkBhD7UDpmnUpnXEbxLVaBz5v6Zzmpi1D6E7u/rU+w0qS+VS4FnHGtYgz1RwiONbvHGeP3OZcBweqmAAaW/p9W5cHo47yIpdOhJeU6Pu3+OGMHcM+y4ucjGQ+E1M1Wn0kl65H0mVAJVokPiY4V5MgSSCCSzv+4NjDt3NPGHhyPgh9qB87lizgohpATZ6yTWlT3TWDx0+rsC1Wk4aN09O0dYOpae5YyR40hdz5pIwvp/wfsTNAoUrR15+qOo8tJQvnw9Ejl/f56EP5dfwevrvnyOcfORIZakWXTkXiXUgnMoca94Z1uN4wq8uRvUmQxKe85OwfU/nx+JsrhtERcv8OOn0oS6ZeezNeXI1b57K0rO6awTcb0nFynBfOk9MRT4ZowmJsc1TT1j/UljTycmTEhSD+Oh3Gt0Vt0QBK0H18Hdz5X64/7FZjbqJG9yKEM6HFmdutEEUkREQ2IkESn9qZTkv96fT279B1dCzxCWus27Po/C/Uy6wx49pKjD31gpF6I4b/qtVoTXPipVFqilZ0oYQmED//QEKwxRE9Z/Y8o2i9Yrl2Irx/aGzoOqo12fcWYiK3kyBJQcieDfwZpKB/tphBo1tz4Ke6ryfXizjET/0W4BuT0hbiMfGgy0/DqW8HSsA6RgxeyXVdyqulnRrHhqOZ26dijviSte6u1LD358qNQE5HF6d+8C0WvyzIxCLSHi1EdpcT6pgs9Jyda/ei2NlhYloQZXV3vqh8iBUdC6FBhUajRRt/wNarq+xe50ue+m2oni+RSlCt+bdfxaoQlWrVJp8+4WLGU2FT0i7t16NkFdO81CqlZcGJYHyfvCJmeyDlm1eLOyOuECJbkiBJhv7mMubvLUKrljpWnKjHpG8f8tWAbswov5PB5Wvx9W+1EqyjBMyi/qa7FOv/K/ObJN/MpHbwpn0/79frhT7g2sNQlNSMJE6OygrXEoVxyHHfrJYqpezQHgvh1B5/LtmUZF4unwhPZByzxr9nyetG7eqSJa/7X8tx1c1/J5pT8+dz7r1ejCi0jBUn1Di3nsbMv6rRpesYvA9OplYGXk4cuWsgVTvvwaawM5aJnUYYwnly+wm4uuOS6AJAVBD3Hpdl0tUDDMpxTUJqCpZyoKAqkN0nYev0vClccyOEyC4kSJKgPF7LT7+H0OyXDuTzW/b6QZUzzSdPpZV3f37dM4xare0BHZGRYG6e1EepEB4chom9bYojvFSOPsy7uIiPE6tBI9bSoUAf1LMussIn8SpWd3IEnnWOpvIdZj//TIT35bs7Ed5/fWScW46IUyKfQ+aSIEnUSw5NHs8Ol+4camaPyu/fZ9TOLZmyuxyaEm9a78M206PkAMzmXWFRi4TzeETsH4CnzxW+PruLvu4pjNmMvMXB5Ut4lti3ojvH3Zho1IeXs+RF4l+bcu8SocY2jWWhV/dfYiUT4QmR40iQJCLKdyYjF4XTcsFXVNKquBznWTXOpUr+81f4ge0ciPRiUo3ED6Eta/WiS/HqzJp1jB7TayXbXGOIfsTFI4cISqxVSrlHYEwMKr8jHApNvNnKEHyPcEPOnL5PCXvETwcsGNH73Z4IT46MxbtIgiS+l8eZ0GMyl6tMZElrZ9QkN6QqlD3rdvPqg4k0dkyiT0Jbll79GzJr8Cw2jKxJR6ek+y5UeWry1bxkmrY2n0P9xTwWJdO0dWp3Dmza0oexatVDyshEeELkSBIkcSg8WT+FObe9+e5Qn0TvTBdn6ccbWboNPl7QEpck80GNi08vfEa349dlt/hkUPEkpz8xhJ9j+XcjOJrYAvrr+EW+QrXqO0acSnwLytPDBCo5oZNd4dr2gzRdGkqlJiWoGBVJwQYV+DTpD1EIkY1JkMShxuXTyWwqbk6Nsim10+vwWzCHvXnbsaOJXfKLWtWnZ8fC1F66hPP9J1A5kU/dtHx7Rg27RFRSfRx6C7QqFSoLK6yskogi98b0G1OImnbZv0I20apQoiI4f/kVHQZWwiefzPkhRE4lQRKftiS1aqa8mPJ0HZPmXKfG6DXUSLE5RkulDm0pO30Zy46NpnLthNeXaD18GOrhk/QmItbiP2MH6pbDGJVE01bOoca9UR1uNcrqcgjxWtSLMK4+eEWEiTnFCuXBScZ7pIkESXooQewcPZottp+xq2uRVM3Uq/VoR+uKP/Dr6iNMrl0vTqe7/vI8uvVZzu3kumMMz7keHoZqdD3en5b89eomlQeybnprkuq2EUL8K8TXj2/+DMPaRk3Yg6f8dR3eb1eVmS2ccZB9KFUkSNJBf2ctv2yCTotHUTu11ztoitOkURkm7zjKFV09PGN98irX9+kyIC+hyc3XGHOKn3vNRd28H30TaxuLRe3siZXsAEKkil3FcvxW8e1fCgFHjtPofwfoad6EtU1s0nxLh9xIgiQdNEX7sOFSW3SODmlYS0uFQbu59a0TjvE+dbV9ORr4lEt+9QgD6780QV2lJW1yfNOWSJyeoIeh3AjWYWafhzL5zcmJcznnbGrcalRiaKV79F1zmaP1vKktzVwpkiBJJ3NHxzf/C+PMHws59AhUBoWo+7u4preggnXC5ie1rROOsf6O3P41tUbsJVV36jWEcf/lCxjkRfkxqZuK0eS9wWxe3A03OTvJAaI5sOY0yx5pcdDGcMP/IWdwYehXVenrYZbBN1ATyVKb80EFe1SnH7Ljhp7auf3GaqkgQZIKGos8ONpaoE10b7ZAe3sbP8+9AabmWNnlo2r/8fSpmvJhjIlnR777vg76TLoaXe1YXvpJcgxT6rSrQZ23f+rD2TBjD13HHcVqZh26y+1d/0NqXBzNMVOCuBKgQ5cvjNMPo4nf8qy2tsHLRc+lWxG8fLMPq7TmlC6RB/tc9nVJkKRIQ+khe7k/JKnntVQc/he3hqdjywW8aVbAmLKJd5bGipbdylH/6AmmbHjKp1+6SjNXZlGiuXr+Hjv8Q3msM6VEWTeaGcCAQmhYuc3gfgAAGoFJREFUNFHBz/ht9ilW3o7h7TGfeeEiDOtcAU/baM6d8mfqugCum9rTupUn3xfPk+tuf5DLclOInENt50otd7h79j7n0noDNZEqodev0av/Bqr8dJMAWyeaeuXhwfp9NFj5jEhAUQyYFy3O/DFeNI01d48OK+p522Fu50yHWg7ksXFh3KTGrOjkRtFc2BImQSJEdqUxJ7+dBv3TUK5EZnVh3j0vr1yk9bd/s+JFfuZOqc+05oX4oHxhRnRyQ/8wAgUV1lamaACNazGmdi2A45vuSd3dqwxZG0RExBMmzLxDyd61GFrKJEvfT1aSpi0hsgklPJT9R+9zLOAV0VZ5qFHD7XVTij6G5y8VsIHggMdsPfqAA9fC0Jcpy6y2Lq8nuXwZxO9/XGLbcwcGfFmWmlZZ+16yvYjHjPnJl8Mvreg+pCqf5v/3NEJjZ46DClCbU9jlbTioKdqoCqOPBDLwbDQGdJz84whtfOHle9XZ/oFlrj4qz83vXYhsIpqzO49RvetWev4VjmOZgjQsGMGMMbv54aoeMLy+c2ZEMIev63FzN+PJxfusXunPphADRDxl0tRTLPcL5MDfDzgXnNwFSQIUbu72ZXGAgmW5MnxTOW7vkz74Ff9v787joqr3P46/zjBssoMsYmziDoIiau6audXNTM2km9rt12KLlbdbPbxl5q1s0czKyuymLWqluXbzaot5XcklN1QUURZBRUFZZZk55/eHYoKKwBFmYD7Px6PHI2HO8J3PmTnvOd/v+X7PWQ0wehAVdsUh0s6dRx6Ppm95SJfmsj7Nm2dH+dEw19y+iTQhhAXla/Fv9NWa2tlrIfd9pR0tKf95ibbx2VaaETTFcZA2N+vKbfK078Z4awZDgPa3VSnaimfGam/tyNc0TdNMJnM9t78BMiVrM3s7aoriqg2dd1KrWDGTljyjl+agoNnHvqYdMFXeuExLmNlX8zCgARqKk9bppW1aYb013jrJGYkQFpT/28v8bdpGzoc8yMefjCX88lXjdvj5+6AABt9QQt2v3MqFnj07Yq+dZeM7j7O85Us8F3vxpmp2dvKRvqGyPew+UIZmbEfPXr4Vu2XMKaxYvZMynOhy7yjaXDVwruDm74eH0YgCoBWz572JvLPTtgex5F0nhKWYk5n/2uckljWh9zOTGVzhmlEzp06eQUPBoW00HSqM4xrw79aNVkYTqeejePKRNjLYWRNlueQWqigOQYQFV0yK0n1fsSi+BMX3Tp4Y1/qq5VFK9s3moXcU/rVmBrddWmVbK9rFuxNnsqekntpvhSRIhLAQc+pKlm0tBJc+xI0OqXjQMp9gxx/pmDES0bffVfe7MUZ0pZOHAa0gn8L6bHRj4NCMZk3tUOwdcbyy6OYUFrz0IXvN3gya9jZjKk8CPf8bLz30BeFvfczYAU8xZ1p/LmaJRsHv7zBx9n5K6/FlWBMJEiEspGzPbg6UaRjb9aRXpTtnmlNWsHpnGTh14d5RbSp9M1ZJW7GUrRcMqJnb2Zpc1bLR4iqOvRg+NBClMJF9h00Xf6ae4bep9zP5J43Okxay4NHwijUvOchnD43nc/+neXWIDwaMtJ0wg4lRl04VtXy2vvk0Hx401fersQoSJEJYSFluLoWqgkNQGBV7WErZ99Ui4ksUfO98gnGVbtVpTp7PP5dF8PqkaIymQ8Rvy6nXdjd8rgx5fR7/6JLJB3Ejeeq5CYzo0YW4b52J++Rn1r0zhCtPRkq3zmBYTC8eX3mC/N8/5LFXVnPSnMWaN6awLOXPEFdz/8eUux/j+1O2d9WcomlaHa30JISoSsnaRwn/y+cUjl7CycUjL9+jxpzyKXfFPME6wyA++v0/TAi/IkhKD/DBg2/j/K/5jEt7hjaD5lI6fjXHPr8TJWEJK4uGcV9XWR26egpJ37OTxDMa7re0I7qdP1K52pExOiEsxLHXcIYGzufLxH0cNo0k2gjqmd+Yev9kftI6M2nhAh4Nt0M9+QuzZvyEsddtePz8MQdGzOWTlkYMvr3p6j6X5eu+ZvGmPA59k8242XIorD4Xgjr2JcjSzWgE5IxECItROb32n4x48FPOdfsrQ5tlsmXtVs6Gj+TFt1/n/2K9MAAlP0+g5dBPycCXvv9axep/dr84AU49w5IHooj75jTObf/G/HXzGB1sgws9CYuTIBHC0grT2bMzkTOaO7e0i6adf+WziiLSdu4iq2lHYkLdKg5sFqayY9dpfGO6Eupaj20W4goSJEIIIXSRq7aEEELoIkEihBBCFwkSIYQQukiQCCGE0EWCRAghhC4SJEIIIXSRIBFCCKGLBIkQQghdJEiEEELoIos2Cl1K1423dBOuy2Hwl5ZughA2Qc5IhBBC6CJnJELUATlTqzlrrpk1s4b9KWckQgghdJEgEUIIoYsEiRBCCF0kSIQQQugiQSKEEEIXCRIhhBC6SJAIIYTQRYJECCGELhIkQgghdJEgEUIIoYsEiRBCCF0kSIQQQugiQSKEEEIXCRIhhBC6SJAIIYTQRYJECCGELnJjKyGsQElePoczLlBk70R4sDu+DpZukW2R+usjQSKEhZ3fm8ALP+fj6mYgPyOLX5Kg1+huvH+3H97SZ1DnpP76SZAIYWGe0ZHMiy7/l0r65m0MfnsDDzsNZelQN+ws2TgbIPXXT/JWCKtiIKhHJ57vZGbtkkNsKbV0e2yN1L82JEiEsDYGJ/pGeaGczmTNUbOlW2N7pP41Jl1bQlgdA/4+Tjiq2SSml5HjnsPhXA2t0qPc/X2I9C4j8XAeOeqlLV3ciAl1RsaK9biy/ibUoAJ2ppdgqrQDDE1c6RjmTH76WY7mXdo/igMtWnkSYG+JdluOBIkQlqaWcnhPGmsO5HLK5ECriCDu0kBDJTe/lOy0NF6dc5ANOeVHMiMRfSN4YaQnkV4lJO0/xqzlScTjy8P/15UoCZKauUH9Tfm5rPryd2btvcClvMYlNJRJ97WnbZgTOSdOs+j7g3x+CG4dGsPsFrYXJNK1JYQF5SYd4dGnl9Pl3WTSPXy5I9adjGXrGbj4LMWAqkKLHp34NC4At/KNFIVWXdswprUD2Hlw16go7g11YODY3rw/0JsmFnw9Dc2N669hFxjMvyZ1oP8VhTU2v4Un+jfFEwNtukfwUl9PvGI68tWTLYl2stjLsRgJEiEspCBxPyNf+p1FeYF8MuN2Zg0Lpm+HECY/EIQ5swgVBVcXB+wwEDqgHaOaKhc31Mr49X/pnCz/elxwik1ZzXigj4t8oGug+vUHu4BwJvZpcrm+ubuPsyq7/AyxhA37Cul/ewhBNroDbPRlC2FhRaeY+u5eNhW4MO6pbvw18M+LTO08nfBWAIMTIf6X+kiaBDJhkOflvuj8PcdYeloFNE7Hp5IQEcZQt8p/RFxXTeuPPQP/0pJIuz+3/2ZjAWZAPXeC5Sl+jOnqWM8vwnpIkAhR71SS1+1lQbpKk8h2vNC54gHIfO4CZzXA6EFUWPlH1ECHQS3pVf7Q0iwWr8/FpF5g5cY8+vVvhuRIddWm/mAMC2d8ZHmUm9n66zEOmTVObkkhKTqMATbcpyhBIkR9MxeyessZCjHSu38oIRVmvKmcOJJDugrGEH/6eCqXf2PnF8aDsY5c/InGvt+OsT0jhRU5zYnrINfNVFst64+dK/cNDrx4tgKYjh1nUWIeyzZfYPBt/jY9NiVBIkR9M+ewJ0UFOw+6RzhW/BCaC1kVf5YyDMT2DqHNlQc5gxPDhgZzy6UNzJnHefOz4+TdGkZXG7tKSJfa1h8F3x6tuKd8rErN57vFu/iuKIi4trY9/12CpFZMpGxby5bEM5RYuimi4TGVkVcCGF0I86v4ESw9nsw3h1QUj1uYcLv7VctzuES3Ii6o/EBWxE9/KNzdz0uu468JHfXHKYCHbvO4VG+NjF2ZKD1C6WDbOSLvv1op2cysscP4us1H7PvhEd1XaqhntrNsxR9kqzd+7PUoru25I64PQTb+hm4QjM4EuCsoxQYcrnzvmAv48otE9qmODBzbmdHeytXb2nszdqAvH/w7i2LAuX0Yo5vL98Ea0VN/7Og0MJxuK3ZdXD7F0Zf7+l0jcGyMBEktFP62mJVpgYyeE3dTLvdT01bz2sQFeIy+i0jXa715q1ac+COLkoYQcq8ESYPg4MewLs588XMeCSdURrQwgFrMhq838fIfGjH39OazO663WKCBlre15PZvsvhPoT19+odU6uMXN6Sr/mAX2ILxMfvYGl+Ga4cwRvpJkEuQ1JR6htXzV3K249NMvN315j2vXRjDXv2I58NrelRQOTnnCN++dfOaIuqaPYPHd+fvqVuY8+YGsrs4c/JAJtvy3Lhv4kCmDW6KVxXHJoN3CA/22M1/t/kypnsT6Z+uMX31x+DMiMHBvLo9na79gwmUHSBBUlPmY18zd43KkI8fpv3NrJ75MIueupdtzjXftDT1AGbCb2Jj6phaTGJiLlmVFy9S7Alt5cMtxeeJTy++tLaRgmfzpkT5NK6v3Qav5rzx3j1MSM7mcC64D+lIVLAz1ZsUbaRbO2+C1Bbc6VnHDW2k9NUfXNr5EuWrEXerDU5jvwYJksrUdFa/8QY/pF171c/iI2vZWupG7/VTeGxTdZ/UnshxM3imt8v1H2II4Na4RxjuV9OuLY3c/6byy7IabmZJWhnJ2/fx1JKTZJaPCzl6Mvq+Djwb5k3zokJ2bE7gvR+yMLdrzfTHvRtdkFxkT1B4AEE3elhhDt+tOs5B10AevrMZQcoFftxRxJBhgXjURzMbrWrWn1L2/ZbIt6kODLyzNf19FU7HZ5DZtS2DqvhI2xIJksrUHHatWMD3xT3p3cqNqw7rnjHcMRQ4l0VWdZ5PO8u+n3dxouvrVQeJ4kF4z0EMqU3X1tGZV7fTmtm5cee47mQk/cDEXWWXfubK7XeE0tlVAdfmTIwr4Kf1Boa92JWxNQ7XxkRlz7ItPLT4HCYliRTvUczzTWTe+WDmRcnHtz6Yjh7koZn72G+G+aedOTbJhU9+LObuSbY9d+RK8k68JjvC7n2P5dOi9ReoZA0PtxhFxo0eZ9rOtFg/3qpFf6tWmk+ZRwPq2gIwuHL/8FDe2Z1EugoUnWLJ5iLG/uXielG5u0+R0jGcUTYdIgAahRfMF5co10zs2fAH40+cpMO4wUQ0xpM0K6QWl1F8qRe24OhxXn47j1/DOrI+VAZHykmQWAFjp1fZkfdPzDou/zUYjDg0sKV+XGPaMC7sKG8ka4CJTeuPkzQ0kjbKBX7cdI5uA7rjY+lGWpwd3Ud3ZXLmTv6dUEh2cg4e9/bi7R5OMsheTxzaR/L+/fk8v+Y06Xnn2OMawYJHgvGRHXCZBIlFqKR/P5nnFidhqounN/gwaMonTIi28t1r58W4wf7M/vgUhUDJ4eN8e7w9U7zSWXbCn8c7y101AAxegUyZNowplm6IrTI4M+CB2/jjAUs3xHpZ+ZHGeuQf28Hu9KKr7lJXmeIQQGS3Nnjf4NuKS3AnevdpRp3cyFNxo7VnQ+gSUgjt14ohC0+xLA8wn2fJL1nENUslPSaKvnJBjBANggRJtZRyYO54bn/vGA6OVZTMXEqxz3h+SP6MoVV2Mxnw7jqGiV0BVHIzjpCZq94wpG5EcQmgVYh3w9qp7kE81NuFFT8WoqJxbGMCL/qWMPQJXxpYT50QNqtBHXMszWHgHNLXPIzXdX5f/P39NH+2ps9azNpJ3Rj7kxshfk2uefWVVnia46chIMyfJtc50SjJTuNUxHQOb/g7DWsM0Ei/IS1ov3Y/CWZQczL52Sea11s2qBchhE2TILEKCj4j5rJ//l+uOSGqaGkczScY+GD/IkZcs7vHxPbJHem3pY6bWUeMLVoyrv1BXthvBgx069cCG19MVYgGRYLEShQf+x8Lvzh7zR1i2p1KWamBTQu/IO+ae0wl7WCu7q4xi7FzZczgQKYnpHPe0Z/RfVwb3SJ4jkO+ssjfLVk7ziJ/19pI/euWBIlV0Cg9uZ/NG7OveUmnmnaGsjKFhM0byb1mj4/GubRCtAZ7izwF/56tGP7FCVa0CmO4T0O4UEAIUU6CxCoouPd8irlVdG2t2m3g8bnzq+ja2sG6Btq1BYBzU7qHN6GofxD+jXB4xFa+mVorqX/dkiCxChqFuxfyyuQt1+zSMSclUHxB4ZtXJrPjmn0+KlmbzqA2oANw7rHjfPTbeTxjWvNYJxeU8xmsPdOch7vKtVpCNDQSJDVQum06A2LnXn9GcV4K+dxTw2d1oMOYl3nxYMl1xzjMzkYURcHZxQWX6wwehA2ZyNTgnng2hDAxZzN7xmamH9dQ/ltAs4U9CFl9mIzut9JP5o4I0eBIkNSAIbAbI8Z0rnKp6TjXDrStUVWNtB/xPO1HXP8RRUsPMHuNgeEvvnydrq0GRjVRUHrxf7ULOXz3xWaSdnrw8ky5ZawQDZF8bmvAGDKAJ/9x/XkkNWfm0NwHmbDweJUz3LWcJArzFaYM6MWsKseh7ek86XveG+lj3esw2fvxjyejSJ53hM1ZJew7as+zz8dyd4OYjS+EqEyCpFqMhI+eztzBkdzc2w8oBPQaxzNNc6lqvcayHR/y6CcGhk18ks5V7jEDfh1drDtEAFDwj4lm+dxoSzdECHETSJBUiwHf2OHUas027dJ/13ler8iBjIis+imKtGU8YW+gy/BRjaNrSwjRqEiQ3EwFu1ny+f84ZTBiZ1AAlbJz24g/50ik55UJUMyPz/Zm8q/F1ZpEqOWfoCAP/h7bganV6v2xJ+a5VSx4MKgBnJ2IciV5+RzOuECRvRPhwe74yuLH9UZqr48EyVUMODg3wdmhFodgJweOLp3Gm3vNGIxGHJxccPduRqsHpvPckCvvpWZPx/tf4bV+5jqajW7Ap4OVj5OICs7vTeCFn/NxdTOQn5HFL0nQa3Q33r/b74YrSQt9pPb6KZqmNdiVNYTlla4bb+kmXJfD4C8t9rf11UUlffM2Br+dQdsnhrJ0qNtNXTLGknWpinW8l+q29nXBGvan5K0QVsdAUI9OPN/JzNolh9hSaun22BKpfW1IkAhhjQxO9I3yQjmdyZqjdXL7M3E9UvsakzESIaySAX8fJxzVbBLTTdDe2jtYGpOKtTc1y2dnZulVl+gbXN2I9Tdz8FgRBZcGCBSjE21bueNlY1/RJUiEsAZqKYf3pLHmQC6nTA60igjiLg00VHLzSzFjT176KX7YksGGI/mY20Xwwb3+eAAUZPPVdwf5T443zzwRQc+bO9mp8btB7UvOnWXenB0sPl52+eIYp5BQXhwbRUePUnbvOMDM79NJcvBi5D0dea2l+02ctNww2FhuCmF9cpOO8OjTy+nybjLpHr7cEetOxrL1DFx8lmJAVTUoOsemJDNBYY6c3n+CbxcfYOV5DYqymD5zBwsTzrDh9wx2n6tqaquorDq1d2rRks+mxnKHx5/bmXBhQFdPnDz9iOvtjbubP9OmD2HRA0G0sMGTRzkjEcKCChL3M/KVPWxzCmHejJ78NfDiUaj7A1ksefEQKgZcXRywa+LOsNt8gACyYw7y68azbD5UiOfeI9jfP4CfWttjNmvY2ckyM9VV7doDBIQzc3wa8R9mkK2BKfUw/1gayrp7TLz1fgqtHxvI823sLfp6LEnOSISwlKJTTH13L5sKXBj3VLfLBzIAO08nvBXA4ESI/5UHKCPdI7yx10rYvDSelYEdmNT64u8lRGqgxrU30GJwF6Z0cuBilU1s/24zo16NZ0NMdz7o28SmD6a2/NqFsCCV5HV7WZCu0iSyHS90rngfFvO5C5zVAKMHUWFXfkwV/Ns0paWdRmqhF48P8ZBuhRqrZe3t3Hnk8Wj6lo9BleayPs2bZ0f50WBvTnqTSJAIYQnmQlZvOUMhRnr3DyWkQr+6yokjOaSrYAzxp0+lVZGNIU3p6ALaBROF9droRkJP7YPa8N79/rhf+rF2PpW3lp6hqN4ab50kSISwBHMOe1JUsPOge4RjxQ+iuZBV8Wcpw0Bs7xDaVDjQaaRtTSW+REHNPsu2kzK4XmO1rv1Frp5OeFzuRlTZu2I77x6x7fkmEiRCWIKpjLwSwOhCmF/Fj2Hp8WS+OaSieNzChNvdKyzRYc48ypTNnkwb4YXRnMv2QzL1usZqWXuAkmOHeHQpTH2tM/3Lu7hKsnnv4wPsteFdIUEihCUYnQlwV1CMBiqsD2ou4MsvEtmnOjJwbGdGe1/RtVJ2nk++Ok2fhyO4O9qXQIOJ3QcvXqZakpLC0sO2/a242mpTe4CCU7wyK5kWD3Xjr53aMntsAB6XHlKYmMCzK89hq1kiQSKEJTj4MayLM0pxHgknLnVPqcVs+HoTL/+hEXNPLz67ww0lO5NZn+7ig80ZfDn3Dw72jOFvgQYcW/nRpQlk7TrGt/uPM/WHYtrZ4gSG2qhm7StUs/Q8n8/azAKvtkyJdcKAgbZ3dubJsPKwMbHt2+18lGqbXY1ywYcQFmHP4PHd+XvqFua8uYHsLs6cPJDJtjw37ps4kGmDm+JlgJLUVOasSiJj1VH6jO3P8t6XLjN1bsaIWCeWb0hh0vtGPpt+K5G2O42hhqpX+3KlBxMYMzuB/6aVglsiT37lzEdjm7Lnmz2sOP3n4ula0WlefTWe4He7M7Ly2UwjJ8vIC12sY+nva2sYy8iXkZ6czeFccG/qQVSwMxVvgmki7Ug2Z9y96RRgX7ELobiAnUnFNG3ZlFDn6rfNGpYdv5b6fy/dqPYNgzXsTzkjEcKi7AkKDyDour83Etzan+Br/crJldgOrnXWssbvRrUX1SVjJEIIIXSRIBFCCKGLBIkQQghdJEiEEELoIkEihBBCFwkSIYQQukiQCCGE0EWCRAghhC4SJEIIIXSRIBFCCKGLBIkQQghdJEiEEELoIos2CiGsgjWsYitqR4JEiDogB0VhS+R+JEIIIXSRMRIhhBC6SJAIIYTQRYJECCGELhIkQgghdJEgEUIIoYsEiRBCCF0kSIQQQugiQSKEEEIXCRIhhBC6SJAIIYTQRYJECCGELhIkQgghdJEgEUIIoYsEiRBCCF0kSIQQQujy/zh/8qwqQJ/GAAAAAElFTkSuQmCC"
    }
   },
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "![image.png](attachment:image.png)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 3.2 标量对向量求导"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "③ $x_{1}^{2}+2x_{2}^{2}$是一个椭圆，梯度是指向值变化最大的方向。"
   ]
  },
  {
   "attachments": {
    "image.png": {
     "image/png": 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"
    }
   },
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "![image.png](attachment:image.png)"
   ]
  },
  {
   "attachments": {
    "image.png": {
     "image/png": 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"
    }
   },
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "![image.png](attachment:image.png)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 3.3 向量对标量求导"
   ]
  },
  {
   "attachments": {
    "image.png": {
     "image/png": 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"
    }
   },
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "![image.png](attachment:image.png)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 3.4 向量对向量求导"
   ]
  },
  {
   "attachments": {
    "image.png": {
     "image/png": 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"
    }
   },
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "![image.png](attachment:image.png)"
   ]
  },
  {
   "attachments": {
    "image.png": {
     "image/png": 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IXCHKELYXazfdhyExqcf/7sed+j3R3pXNSUrAmkBERET0XgjDnlF9MOlIBNz6zsPcbm7PxsRrneDkqADQIE/hIrBJfDlnw0/Ru5wuoddCIrBv1VrcVAEYAvHnej/U6tYc9iY4EsqcGFgQERERvQfUa0vww9Kr0FvVwecjGj4fEKiBeBBkABRzlCxfGrqnr5uVQ5++tWGdEFkg5shqrPTTwxCwCRuu10O3hjnf9WFQJsbAgoiIiCjbU3F7yyYciQZy1umCjgWffwKeeu84Tt8zQDErizp1nZM1EDUo3LUfmjomvCLxZ7FmxVFc3bgRgU27oxYfd0HJMLAgIiIiyvbiceaUH/RihlLVa8DpuRagilub/8KJeMDSswM6uKd47LZjK/RrXwAJr+pxbe0kfL0mAi27VwHXgaLkGFgQERERZXvxCAuPhkExR363gngudIg7h+WrjiJWcULzQR+huDblZ61R/+Pu+ECXsD6Ueu8f7Na0RbeyfGoBPY+BBREREVG2Z458+XJDq+hgYZE8clBxa+l3mHNWhUPj8ZjS2TnVxqFZxV7oVdUyYRK3kgPVu3RJJQCh9x1DTSIiAFAD4Lv9KO7Gycu3UaxQtFYTVMzDezJElNVYoGabpnBd8j9cOncZ+vblYQYD/ts3Dt1G/gPx+BKrlvRHkZcFC9pi6N63ESYd3oKwnHXRtWMhMK6glPjrSEQEQO+3CIP7jsPqI1fwIDQSod7T8VGnrhizLRBxMWG4uX8OhvaaicOxps4pEVH65GwyCQuGV8H9OV3RfshXGNiuOip3XYsc3eZj964paJz3Vc1CDfK274s2+cxg36Ar2riwCZmauLi4V78f++r3szr2WBARQcU97yDUW3cQP9Wzhwax2DdkPOK0RdDsk/7oVsMc6FodomxFPf6YElFWpXFGk8mHcGPIWRz3D4LYfIzx5UvBOa0rO1lXRbXyBaD2aAmnt5rRrMlwfyV6eP0C11lbMaNp3hR37w14fGgS2vY7jm67/kT/wtmzv8eEgYUB//kdwvnAeDw/8EADm6JVULlgJC4c9MNDfcK7Gjt3VPcoAAtTZJUoy9Djwi+dMTpuNDYMr8g7B29Aag3EiLL2CT8E+gvY6x0AOPdCA4/ENU+UPKj/UTukXCyF6PUiEXg9EOGqIdV3NRpz5HR2Qd5cr1pfJxZBF4/Bx/ckTt/Kjfaje6Do9S34df7fCCzZB+MGeML27WQ+24kMvI7AcBWploZGA/OcznDJm+vVqx3FBOKCrw+OnTyDwILd8W2HfPBf9wsW749H3a/Hom0Rwd0DS7Bo4xUU/Oh7fPxh5nrWg5VredRxff12YWfXYM5qP9g1HoBB9QpACdqOv+83xZDGmb+2ZUQ5xwRegK/PMZw8E4iC3b9Fh3z+WPfLYuyPr4uvx7ZFEbmLA0sWYeOVgvjo+4/xoUtrfN13GVp1aw6s3p4suDDg8cGJaN1uHrTD/kSnwlpk22taTEYvN7ePlSb5zUQBBIBAySkVek6Wdacei6q/Lv/M+UoauGpFm6+uDFt5RiJNl1mirCHGW4a5m4m2wMeyI8LUmcm69NemSg1zjTh0/kNC3/Cz8ednSbvWU+VU/FvJGmVFUeuki52ZmFtZi7W1pZgpZmJhZS3W1k//LEWnMZMcDgWkfONPZNqOG/LkhUTC5cbhpdKnhE5sWy+VG4fnyjdjZsmk9oVE59xH/nrxA5SqKFnXxU7MzK3E2tpaLM0UMbOwSlYW1mKp04hZDgcpUL6xfDJth9xI5dyqoTfk6LLeUlxnLx1X35R9M4bJqGnDpI6NhXjNuirnV4+Vb38YK+0K6aTAwN0S886PMwPEn5Ix5XWiAKJx6C4bo2Ll+OgqUm38Wcn8X28ZUc6qhN44Kst6FxedfUdZfXOfzBg2SqYNqyM2Fl4y6+p5WT32W/lhbDsppCsgA3c/LeVQOTq5njjbVZJhOx6IKqqEeI+TmrmdpM6Ew/I4Kf3seU2bsE9fi8LNxmHBmIawTcqFBvnr9kH7inbQaIug4afD0a60PRqOW44Z3cvD2gS5PHfuHK5cuWKCPRO9ubCdv2PddT3UgI1YuCEw9Ts19BoGBP+7D2f0VqjWsC5yvdFnY+Hz+zz8tW0O5u2OfEv5oyxJVwUTz4YhMmgRWtrUwtRL4YiMjEz8e4Lo4D0Y5BIJnVUwlnarimY/+SLquQRywa2SM7SROVC1Yjz+OF0eIycMRPW8GmjdisNd95L9Uip0qDLxLMIig7CopQ1qTb2E8KSyiMST6GDsGeSCSJ0Vgpd2Q9VmP8H3+cKAxtYN5R0URFhWRqlHy3G+6veY0KMELFRn5I/YiE3a3pj0eQVYR5uhWEl3ZMniMUQh8okk3PmNPI0/xnyEjzeVxjeDy2SR3nBjy1kDW7fycFAiYFm5FB4tP4+q309AjxIWUJ3zI2LjJmh7T8LnFawRbVYMJZMuQlt4jtiEP7+1xepuzTF48nC0ajsXymebsPm76rBLSj97XtMmHiysQcFuQ9GpQOLYAonA/rUbce9payh0L/bdrIePOhQwWUZ3796NI0eOmGjvqTEg4ro31s+fiu9HfYPhI8Zg0qxl2H46ENl/TqkeASd3Y+fOnSn+duPE3ThEXvfB7qTXduHfcw/fr4a1IRCbl25BoArAEIqdi5fjimrqTGVFETiw1xdPdB6oXz/3m333hO3E7+uuQ68GYOPCDQh8ryogGcMslx1ymufAB71WYv/6zvjvp88w85z+uW3iTu6B92NXaKN1aPFJDdip13HkWCCK1q0PNw7RyzhmuWCX0xw5PuiFlfvXo/N/P+GzmefwfGnocd7nOEKdAH2ebhhU3RYxPodxxswWeoe6+LKTGwynvHE04gPUre9i6sZW+phXxzezR6FZKSdY6wJxwjcnPl0+E20cs+TRvCgt5aw/D5/joXCCHnm6DUJ12xj4HD4DM1s9HOp+iU5uBpzyPoqID+qi/nPz72xRdcQmLO8SjsXf/YJ7rX/H5tE1YZ/i1GXHa9r0tSNnA3zaqzwSnrkiiPJeiTVXVAAGPPxrA85V74oWjibOY2ahv4H1Q6qhaOkeWBrgiLKVPVBUOYnF3/RFC4+iKNVqCg4/zs4tGRWhlzdhXLfmaNq0acJfs/YYseYsHkTqERd6BydXfYv2zVqg++hVOHInCq9YODTbUW+uxrJ/whKDKUGM7xIs9s3+4WaGi/HBnsNh0JbxQoP8b/IVaUDg5qXYkhDZIXTnYixnZJc1xdzG3t++RY+GH6KUmyvy5HaEo2Mqf86eGOub0Su8aOBUbxQ+r3kNW7dcxrMapMflPQdwE7lQtVs3lDEHDIH7sM8/D2rXL5+Nn34cg9t7f8O3PRriw1JucM2TO/WycHSG51jfDN+7xqkeRn1eE9e2bsHl5Jezegv7DlyBxtkL3doWgxnicHK/Dx7bVkH37p7ICRXXDhzG3YJ1UN89a9zff5EGeRuPx3b/IEREhuD6ocXo72H3+o+lh0mvuZeXs3prHw5c0cDZqxvaFjMD4k5iv89j2Fbpju6eOQH1Gg4cvouCderj+WI24NGBmZiwLgRlvTwQs2kipuwNSnGzM3te05mgtpuhbJ8+qD3zNPZGCiTuBFavPIOvJuTFn+svw2toozccipBdGXB3yRB8Mu8Ywq3qoEHP3mjvrgVae8H8QjF8vC0CN7eNRq9xVXButhesTJ3dt8ICpbvNxSYJQZVe63FfBYB4xDp6ol4pK1ijDZoUm4lfvX7Eli3fwCNzzZV7y/Q4t2w17ru5w/riZUQJAP1VrJ6/A6Ort8WLPwV63D9zEBdDUgaiGjiWqoGiMadx/GZkYmCmQJe3LGqWdsoEdyLevrgz/+JgoIIinRuixJt8Q6o3sXrZPwhLPKUS44sli33x+fTqXHQiw+nx4LwPrjx6sf46uHvCLfYcTt2OSqq/5nnLwLOEQ5rqb7TfEgzq9AVWXoyAmNmiQKmy8ChrD3MllY21Lihs8xauCo0DPiiZF0F370KP0gnPCjDcw959frBuNB8DyiY0OcL278Mp65r4tKppa5gh5BKO+j1EfIo7ORrbIqhcwRXhfkdwKVhNKA+NPdw9yyFfWlpN0X5YMqgTvlh5ERFiBtsCpVDWoyzsUy8MuBS2Mf5gXqCBwwclkTfoLu7qgdKJd5END3djz1kbtFjcH6XNAOj9sedAANy7D0BjWwCGIHgf9IdDrXGomFVbiO9IprjmUi1nAx7u3oOzNi2wuH9pJBTzHhwIcEf3AY2RUMzeOOjvgFrjKiYLBAx45D0erdrPBT7dhN3jPXB9elu07twCyrptmNwgT8J3USa+po2RCQILQFO4K/o1G49964JhkHj4/7EcB3sWxYaAxhhbN3s2kd9cPPxPnkekABJ1CL/8vA+Df2sAC40diro5QYMIqKLHncMHcE3vhXKZomTfBg1cu87AT5sOos+mQKgSj8sLvsBPnQ7g6/hJGLChFGbt+vo9CyoARB/A7xtyoO+y4TjfuhtWPzQAMCBwy0KsvdsaAwuk/CLWI+T8aowYugQnQhMbZ0oOlO02DhNGecI14ioOL56CyX9cRI6KXTDs+wmoUTqrLC5oTNCk4vreA7guedG7QaU3umOkP7cMq++7wd36Ii4nRHa4uno+doyujrZv6Sbf+0uP4DPL8dXQJTj5XP0diwmjPJA34hIO/DYZP667DKtKXfDl+ImoUsLhtamqt1agV+MB2PjQETWHzcOc0V1R3sEU4bQBISHhyOFog6dtK0Pwv9h7OgfqzW2JhOczxuDo/qPQV/4e5c8uxmK1Az6ubZqKJmHXsGPSQPy0JwCqAICCnBW6Y+TIL1GuggvCbx/DxunTMdcbqDl4KmZ7pCGwUG9hRa/GGLDxIRxrDsO8OaPRtXzagsOMZggJQXgOR9gkNXQNCN71N47laICFTR0Ss/sP9l51Q/PW5RMaVtFHcPCUDlV7lMDR35YgR8++qPa+/S6lQea55lIpZ0Mwdv19DDkaLERCMau49c9eXHVrjtblExpZ0UcO4pSuKnqUOIrfluTAoL6eeHxoItq0nwv5dBO2fl8HDhrA8ZvN2IK2aN2pJZT12/BjfScgE1/TxsgkNyAd0frjDiiYeCdAf3M9fvxiFR4374ZqWTdoy2A6lPOqAxedAkXnDI/KRZOiQq2ZWdKPj8TGIsZUWXxXNAXQbcYPaJH49GOJPoVpvVqg1SBvNFn4Kzq8h88ZeLx9Cf4u1BXdKrfGJ52KJNUNifgXi5deSDE2GAAsUbbnAmz6tT1cksZx6qHPWwONPrCCk2dHtCxpBQevH/HPgZUY07JIFnrCqorH/uswqmMjNGjQIOGvYUt8+b8TuBOmR1zIDfgu/QItGzZGp+GL8O/1iGdD5tS72LXnHNScnqhbI60LuwNANA78vgE5+i7B+NZ5kr5YDYFbsHDt3fdrrs87kVh/f2mDfMnqr8GldlL9bVEisf7uX4nvmru9vv4aHmDVl19i0wN7NJi6CztndjdhA2cb1u7WoIZXuaTgNurAHhxFDTRr+LShEY/IyCeIv7wesy+URUcTNkC0RVpgwqLRaJjUIlNg5tYIAzpVhC20KNZsGL5t9wEcmkzAqp97oNxr7xca8GDVl/hy0wPYN5iKXTtnoruJggoYQrBt7W5oanihXFIwFIa9Ow5DU7sFGtgm5Ddw126cc6yNBhUSNjI8foDAKMGt7SvwsFYXBhWpyUTXXKrlHLYXOw5rULtFg4RlXw2B2LX7HBxrN0BCMRvw+EEgouQWtq94iFpdqsEQsBL9OsyBIVlQkSAXqnyzGVtG5ML/OvfCwptqpr6mjWLqZamSxJ+Q78rpkpaeVcwry8QLelPnSqZPny5Lly41dTYS6SX8jr/43wsXVf9ILu5eJj9+1lE8XS2TzptZ6RHim/nXgcsAerm+oJnk1iQuVQyN5O68VkJMnS1TUO/JgmaFpN3yIFFFJP7s9+JhriSeF4i2yGDZG/Wyz96W/7XLK5Tq+14AACAASURBVJqn151VZRnrGymhB76VymV6yfoA9V0eSQZS5c7KjuKifbqUtU5KfXVQEk5DjJz+voq41psiJyKebR90fJ3MGFJb8moVUSzKSM/py2XPpTQucv1onXQr0ljm3lblyb7PpJjZ03qpiLnHeDn7XlyTJqDelqVtnZ/VX+sqMu5YVGL97S0b3qD+6v0mSRVzjdg2nCs3MvqnJ2qddHGqLlOu6kWiVkhbWy/55U6KvMWfkbGV8knP/x2Qac1cxaXFQrn6unzEhEhQqOl/JxNEyI5PCor2aVnYNJOFSec/WFa0Ly5d1j5KW1J6P5lUxVw0tg1lbsYXhqzr4iTVp1wVvUTJira24vXLHXm+NOLlzNhKkq/n/+TAtGbi6tJCFr62MFJSJTw4JGsuM/uOvNVr7l2VsxouwSHJSzlC/I6elUcv/eoJlwu+51++jHmmuqbTJ/MEFqKXazPriJWS8GNsWXuGXMsE5zZzBRYi6uOzsmZsF/F0tRIL17ry2bxtsvyTYmL23gUWIqK/Kr82cnjWqDAvLV/uf/8e3qC/OFlqFO4lm59+U6m3ZG7DXM+eD6PJLR1XBcnLvuf0NxdLKydNUkPYsoSX1C1dQ8YeyeLn8iVB0+N9X4tH6YwMmlS5t6CZFGq3XIISIjv53sP82fnXFpHBL43syFj6G4ukRfL6W7JeOuqvKvfm1BMLjaN0WfemTy5Jg5SBhbWTlG/USlq1evrXQhrXrSj5rc3Ewq6w1B60VM5mwcsv/vRYqahLvKmh5JA6M66JXkTUB4ulVcm+8lcaj0m9N0fqWWjEscu6N36OzOulbHBai1P5RsnKopW0aFxXKua3FjMLOylce5AszYqFkczTm0zv+u/V3vI19x6Wc2aRicaMaOHWrS8a22kAxRq1u3TMskttvS1xF5egW2VPdJuwFiekMX7z3o3ZgxrCLWcmKsZ3yhy2trmgS1hSDBLnj7lDJ+JQ1Gs+lq3E4cSy1Qhq/hGaPH1Ep6YQuvRrDqek8Tgh2LF4FW6+ZIEibeHe+HlCYySsICiIuXwAFyt8gS+yet+9piC6z5iEFk5Ph8ydwNSPWqDVp0fQfFEGDplTr2DFcn/U7dkq4ZyblUHvvnWQ8+moEPUW/pj/J/7jeKi3QuvWB7PGN0occiCIubQ/HfVXjzt37kOVUGzuVwh2dnZp+3P8EKPTs0KNYg/3Gl7wquGC4IO7cS1XDbT7aCg+a1kEthWHYO6s3iiXBS8/s3J90Le2dcLQXInBkdUr4ac3IGDTBlyv1w0N03hM+jt3cF8VhG7uh0JpLQs7R3w4Oj2rQimwd68BL68acAk+iN3XcqFGu48w9LOWKGJbEUPmzkLvrFgYmd47vuZYzu9Mppriq3Fuh37tvsPWjR7o1s41s0wAyRzUK/h10OdYdy0GAi3ytx6MbkXMAGT8smtZQyzOz+qHqcp47Pp5LdoN3YlHBkHs+dkYOrktDk2qmk1Xxkohci8Wr76EUOvRaFAz2RWjD0J80j+C6ENL8PupT/Fj5dRmTGpR5JNZGLfxKIbteQwDDAjaOBFTBjXB5BqmeCxlxkkImjbi8OC/EWIQxFz2xpXu6/BXBgZNcSeWYXVQc8x6FtmhUJd+aD5+L9YGJUyiD9mxGKtudsaworxbkvG0KNp/Fr7fVBXD9oQm1t9JmPppE/xYPa31VwNzC3MoSi64fVgL7rlSW44mtV27oEh6VqjRuqJmn6EYWkDQyuE+av3oB/tp36B/xxKIrNcGvcdXxf4faiDLNXM0hdG1X1OM37cewQZB/Nk1WHG0C1w3BqLpxFpI66wljbkFzBUFudw+RC33XEhbaWjhUiQ9q0Jp4VqzD4YOLQBp5YD7tX6En/00fNO/I0pE1kOb3uNRdf8PqJHlCuMZkcy48Po7vubeg3LONEzdZZJS8O8tpXDXdZLGkZhvXaYZCvXod2lu+XTcvFZcP96ROF78sWzpkz9pXOv7MhTq8b9fiUfZAbI9WBXRX5ZfGycbEmX1oYw99sTUWXwHVAla1UHyeQyTjQcPyaFDyf+8ZWX/kqJTkFRn8vfbJuEvS0p/W1Z2KiTmZk/rmCI5Kn0nPtlhBI/+ssxuYP+sfliWlxGH0jh34rUiZMfHBUTnVFKq1aghNZL+PKW4vebZsABFJ2VHHpPYDNorpaC/Jcs7PF9/rTzGypt8DYQsbyu2Ghtpvuj+S4cNptur5lio92RNl4Li2maJ3NCLxPrNlkb53KX/1ocZn493IXKnDCikffa907iFVKk8Rk6/ye9SyHJpa6sRm+aL5H7GF8Yrxt6rcm9NFyno2kaWJBSGzG6UT9z7b5WHWbIwMre3es2xnE3GtIFF6BlZPfEb+W7OHrmjFxH1ofyvfQUZuDOjfvSNl2kCi8j10tXhWUNFY1NOuo6eJKN61pKSeW2TGk2a3E3k+yWbxOflM4eyvCd+C6RNfjtptuhB0pdR/LnvxUP3bMKstecEOZXdZ83pb8rs+nmk/uybqX4p6y9NkRqWzyZxa+yay6J7qW0ZI+dnNpSyHX6X3bMaiv3TCfGKlXw49phk+RBNf1tWdiosFrqMD5rUoFXSIV8l+XzDwRSB3SHxXtlfSuqSTaLP30+2vTSyo/SLkbPT6knZTstk73P111o8J5xK8+RZ9cFSaWOvEfNy38jhjP4Jes3kbTXoL/m4eB6pP8tPYkWVO2u6SuEC7WTZzUww0fCNxcvxUWWf3dRQLKTqjxfljY5EfSBL29iLxrycfJPxhfHqSb1qkPz1cXHJU3+W+MWKqHfWSNfCBaTdsptvdgz0Wm/1mmM5m4wJA4t4OTWmQsKXj8ZBum+MktgTY8Wz6tg3u7PxlmWawEKeyIkpXuKU7I6cmX056Tx1v9z2/kbKWCS8rmjspcrnG+VGtrw1GiuHp7aUD+y1oihacSzbUr7bcl/0wTvl+xalxU6DZHeILaRwz7WSZRc1SoPYY6OknH0zWfjgJQep3pJfvHI8m0SsmEvFsadeuGseuv8b+bBcf9n2tPenUbK7+9aeMiFLR2jPgqa9vzQShwwNmvRyc3Z9cfL6Wa6n9kukvyRTalgmm0RvJ80X3cuad6EzsRd6L5PX31w1ZPK5tH4ZPpEjI8uLpWIuxXqslGsZWe3TsCrU43+/kDK5q8mE409E1BDZPbSM5POaLufeMB9qyClZ+/MUmb3prDw2UWXTX54utXIk/iZZecmsdCz58+TISClvqYh5sR6yMmML4/WrBT3+V74ok1uqTTguT0SVkN1DpUw+L5n+poWRkhoip9b+LFNmb5KzpiqcTOUtXnOmLOf3nAkDi1jxHlY8YTUjxVw+6PSldC5fUj7akLm6fzNPYCEiopdgv32yed0m2XPipjyOf/Z6yIV/ZP267eJz7ZFkoriM3pYYf/mlob3oCg2Qf1565z1G9g4unDRMDoBoHBrLr5fjkyWzSNoWfL73J/b0GKmQrPcnV/Uf5UwW/Z59MWhyyLigKfaYjCpn/9y5e54qt37xkhzKs3NpXnGsnMqWQb9pxPgtlLYFXlV/NWJbd7r4pfVL8clpmdkwj2gVM8nj2U+mr/eWCw+ijP9NilonXXJXke+PP5TgewukuU0qy81KpPiM+VAcy38l/9wLluB7e+Rbj9xSacTBlw9hfEGM/DOgQMI1r7EVr1mXTHP3VX0gS1vbiQaK2DRbmM4bPE/k9MyGkkeriFkeT+k3fb14X3ggUcYXhqzrkluqfH9cHgbfkwXNbVJZhlQk0meMfOhYXr76554EB9+TPd96SO5KI+SgEb2OMf8MkALaxHrpNUsu8db427vmTFjO7zuTDoVSH/wtY5qWEqec1uJQuJr0mnNUQjJTVCGZLbAgElED/pAB5RzFTEkYu2/vXkNaDd8gz0Y5qRK8fay0q19JXK2eDcVJaty6eMoXm2+n3vvzcLuMbV4qRe+PpRTps15e1jGSWaUWNKUcMpf+oClG/H9pKPa6QjLg5ZGdxOwdLIW1yc6lxkEa/3qZwb/RXtJ7+XC7jG3+QYr6m0OK9X2D+ht1QZZ/Wl3yJi2baiYW1tZindqfbQUZ6ZOGSDFqnXSxS3YtmqcWWIhIzFmZUvvZ0FYAouiKSb8tgWk+L75jKj5btr3pIglO4yczWviW3uJq5iDtVgQZkUqUXFj+qVTP+/QZV4qYWbykLKxtpcJInzSlua6L3bOeRJin2uAUiZGzU2qL7XN1SSfF+m1J99HE+o6RionfyYplU1lkqsLJbN7GNWfCcn7fKSKZcrmATGPGjBlwdHRE7969TZ0VIkqTOByZ1gGfTN6Bi6GAQ5lmGDhpAcZXPY0JfYdj9t/+CH269KtiiSK9V+Dw4g7Im9aFRgz3se7Tpvj09/MI0QM6++KoUqs1vpj3E9q7JiRiCNmB8f1nYpuvD04HRCP5l6xi7oIqg+fiz+lt0r5PescMCLuyH39u2gnfK/fwX1gM1NR+KbWuaDVxFnqXzEyrfcXgv5sBeOQ9Gu0OdMPxJS1NskKeIWghWlY9hI9PL0db29dv/8q0wq5g/5+bsNP3Cu79F4aY1AsDrq0mYk7vksbt7C2L+e8mAh55Y3S7A+h2fAlavhfLF6ZFVr7mKDkGFq/BwIKIiLIU9Q5W9OqPy4P/xKRqaV3k1RhhOLtmDlb72aHxgEGoV0BB4NL2aHpiCA7Prf9+LP2dZirurOiF/pcH489J1dK8BO9bE/0AfucuI/CJOZxLVEAZF5YWGSdTPceCiIiIjBDlh+XDv4N3vVmY+06CCkB/egZ69ZqEs/EKFt9ywd0lBTF3/kO0XVSHQcVzouC3fDi+866HWXMzQVARug9Tv16Fe45OsAi/Cu9t3giv/BUWLBiO2k7sTqX0YWBBRESUTRjiBe6fLkOPMnbv7CGzhqhIPEkc/BB5+g+M+egydpb+Ht5l2MR4jiEe4v4plvUoA7vM0G6388I3i72S/jWM24pBdTuhXS9b+G4dCD7Pk9IjM1RtIiIiygAauzKo+g6DCgAwr/4NZo9qhlJO1tAFnoBvzk+xfGYbOLKF8TyNHcpUzSRBRSo0eZtjwojGUHdPxc8HYkydHcqieDuBiIiI0k+TF43Hb4f/eFNnhIyjQe46tVBW2Y7dO04hrl51mJs6S5TlMLAgIiIiImjz5IOThYoTly4iUu+GAJ8reGRIsZHGAe6ebog9dwq3oxLX/1HMkbeMJ0o4ZNLuGHpnGFgQERERvXf0CDn/Nzb8dQT+D2Jh514T7TsmBAr60McIjQ3GmeVfYeiSk0lLdCs5yqLb2AkY5ZEXEZcO4LfJP2LdZStU6vIlxk+sghIOJjwcyhQYWhIRERG9RwyPj2FuTw8UqzIY6x4VQsMuHVDp8Xy0rTsBvk8EEAMMlmXRc8Em/NImH5LmcesNcKndCB9YOcGzYwuUsHKA14//YP/K79DcjbO9iYEFERER0fsj4ggmtWyCoX9EoOnvB7BrxkC0qFkdrUeORWu5gQBVgSaXLWy1ADQF0ePnH9HKOaG5KPH+mPfFVByPDoP3uAHYVGY2VnztgZymPSLKRBhYEBEREb0XwrBnVB9MOhIBt77zMLeb27Mx8VonODkqADTIU7gIbBJf1hTsiRmTmiHh0RaCqONT8FHLNvj0UFMsnNMeLmxJUjKsDkRERETvAfXaEvyw9Cr0VnXw+YiGsH/uzUA8CDIAijlKli8NXdIbWrj1mYXxjRwSGo0Sg0v7L6LCF1+gGrsqKAUGFkRERETZnorbWzbhSDSQs04XdCz4/JwI9d5xnL5ngGJWFnXqOj/fQNQWRf9Z36Pe04dwGIKwcdJUHIl6Z5mnLIKBBREREVG2F48zp/ygFzOUql4jcWjTUypubf4LJ+IBS88O6OCeykRsSzvY2ZrBTAEAQczZXzB06nHwUXqUHAMLIiIiomwvHmHh0TAo5sjvVhDPhQ5x57B81VHEKk5oPugjFE8ZV8Sew899p0Ez/m9Mb2CfOCQqGqdmfIZpp2Pf2RFQ5sfAgoiIiCjbM0e+fLmhVXSwsEgeOai4tfQ7zDmrwqHxeEzpnGIYFEKx77u+WF78J8zrWQ9Dfp2IBvaJq0RFHcO0z37G+bh3eBiUqTGwICIiIsr2LFCzTVO4KlG4dO4y9AAAA/7bNw7dRv4D8fgSq5b0R5Hneiti4b+oL3r97oyh3zeBowbQun+CKUPKJU7uFkT4/IShc/wT06P3HQMLIiIiovdAziaTsGB4Fdyf0xXth3yFge2qo3LXtcjRbT5275qCxnmTNQvjjmBaq0qoOehP3Ivwxez+Y/HXAxVBO37A6I23oD7dzhCGA2NaY8CGQFMcEmUyioiIqTORmc2YMQOOjo7o3bu3qbNCREREZLTogLM47h8EscmPUuVLwdnS1Dmi7MLs9ZsQERERUXZh5VoedVxNnQvKjjgUioiIiIiIjMbAgoiIiIiIjMbAgoiIiIiIjMbAgoiIiIiIjMbAgoiIiIiIjMbAgoiIiIiIjMbAgoiIiIiIjMbAgoiIiIiIjMbAgoiIiIiIjMbAgoiIiIiIjGb2rnZ07tw5xMbGvqvdZZhHjx5Br9fj+PHjps4KEWUzpUuXhpWVlamzQURElCHeWWCxatUq/Pfff+9qdxkmOjoaGo0Gly9fNnVWiCibGT9+PAMLIiLKNhQREVNnIjObMWMGHB0d0bt3b1NnhYiIiIgo0+IcCyIiIiIiMhoDCyIiIiIiMhoDCyIiIiIiMhoDCyIiIgIQjeNLR2PEiO/w24EQU2eG0sLwCHcDIt7wM0E4PHcwWlUvi+JFisC9jCe6zD0P/dvJYYYyPLqL5w83Aj6LEurs/IOPTZWtTMCAoMNzMbhVdZQtXgRF3MvAs8tcnDdBoTKwICIiIgCxOLt+OqZMmYYVR41rpOn956Bzx1kmadi8HwwIOb4Ig2qWR6cld94gKNDDb2ZHNB86D1t9LuDazZu46n8G/4lj5m4QGkJwfNEg1CzfCUvuJDtaQwROrp2GKVOmYfWxUNPlz8T0fjPRsflQzNvqgwvXbuLmVX+c+U/gaIJCzdT1iIiIiLKaWPj+/is2bZ6N+QeiTZ2ZbCoGO374DPN9HiL+TT6mXsWW9T4IM2hRsOMCnHgQjtCHN7Cmt0vmbhDG7MAPn82Hz8OUR6tDHvdK8PCoBHdnC5NkzfRUXN2yHj5hBmgLdsSCEw8QHvoQN9b0hosJCvWdPceCiIiI3gMRu/D7H9ehVwXr5v+J7726wSlTt1rfI/qHCAw2ABpHePX4CB55LQHkMnWu0k/jhE6/+aCTqfNhUno8DAyGARo4evXARx55YcpSZWBBRESUKRgQdd8PZ87fRGB4LBRLB7i6l0PFEk4wf91H1VDcOHkS/gGRMHMugcpVSsLxlb/wKkJvncc5/9sIz1EIFT0rwDVDntVowMNNS7H5gQoACNmxCCtvdsYXRbUZkTjSf45icPfEfpwOskJRD0+UfuHudhQCzp7AuZuPEJ8jD4pXrIxSeV571l9DReiNkzjpH4BIM2eUqFwFJV9dKIAahpunT8L/XhgMOfOhRKUP4e6QkU01FXo9AMUcFhZKBqb7LP03PWZDxF1cOH8JNwOjYZmvJD70KAFHY0/9c1lK/zlVQ2/g5El/BESawblEZVQp6fjyhrMahltnTuL87UeIN3dAwdIeqOhmi3TX/DfIt5pQqDC3sMDbKNU3IvRK06dPl6VLl5o6G0RElG3p5d6eKdKzqqtYaRQB8OxP0Ylj+U4yZf9DUZO2V+XBgpaS28ZeKozwlus7xkjTIjlFozz9nCIWeT2l3+9nJTKVvT25tE6+bV5CbLVK0vbmzlXl01VHZW5TCwF0Uu2nq+k8lGsys66VKMnyX3qEr8SmL7XkCb/xObo5u5E42thLldEbZdlHJcQq8fwo1iVl2O6oxO0ixW/t19K4aC7RKs/SVHSOUqHzZNkToE9zDtUHC6RlbhuxrzBCvK/vkDFNi0jOZHlVLPKKZ7/f5WxqhaIGy+E5/aS6q+WzcweIonOSSl1/kr3J8hGz+zNxt7MRK50igCJmljnFxsZOig7cITEvPX2XZJqXg9jYWIu5RhEoGjG3thEbGxtx6rBcHuuvysz6jmJj4yQdlj9OJYHH8r/2ucXGxkG8pl3KkGNWg33kt0H1pZitNtkxK2LhUk0+XnRKQhOOVnZ/5i52NlaiUyBQzMQyp43Y2BWVgTtiRNQHsqBlbrGxcZTGc26l+5wmHkxCWvYVZIT3ddkxpqkUyalJVpctJK9nP/n9hYOJkvPLBkgN1xzJrkGIoskhrtX6yByfkGT1Mg3SnG+9XJrmJQ42NmJtrhEFimjMrcXGxkZsnDpIqsX4DrDHgoiIKD2ibuPIP7tx1O8OgqMNsLB1QfFKddDYq/RreguSM+DRzmFo2HYuLsYqsM7vgUaV3eFspcfj22dw5OhVhJxdh5Gd9Mh3ej16Jg6aNsRFITw8HEGHxqP1nH24bFEMtVpVQj7NQ5zZfwiXA32xZGBH5HQ7hVle1kl7U2/+Dz0afIxN91RobNxQo25lFNAE4tT+w/itT3sUcNTDmOmX+nP/w6qAAiiW4wquPhFA4nFpxQLsGlUFLdM9NiM950hgiI1GeHgYri4biiEPQuFcow0qWF3H4ZNuKFfWEkAUjk9rjZYj/8VDgxkc3OugVkVXWETcwPGDx3H2j1FoefoK/rdnMToWSMM5McQhKjwc4UGHML71HOy7bIFitVqhUj4NHp7Zj0OXA+G7ZCA65nTDqVleSCoVw338OagBui26iCfQwbFkHdSq4AJtsD8OHzqHU2tGovkJPyz5Zym6FtYCajziYmMQb0j8uD4WMQY9YuNVyEszJ1Dj4hATEwdVnv4fgxgFQLwKQEVsVDjCwzWIjkv983HREQgPNyAq1mD8MYfuw8hGrTH9VAREZ4fitWqjoouCwNPeOHzVB78PbIKAeG9sHVQYanwcYmPiYUisC/rYGBj0sYhXBYABcVHhCA8XRD+Xrzc8p4lpJ6QVhEPjW2POvsuwKFYLrSrlg+bhGew/dBmBvkswsGNOuJ2ahYTLyoCHmz5Fi4+X47ZqhQIeTVClRG5YRAfg5IFDuOKzFJ83D4DiswOD3dPQd/FG+QZEjUNcTAziEgoVosYhJqFQob52Z3o8OO+DK48MKV7XwMHdE26x53DqdlRinVJgnrcMPEs4vP7bwTTxTNbBHgsioqwoQq7+PUdGDOovgz//Qkb95i3nt4yTnu37yq+n441MWy+3Ng2T6s6Wkr/RCJm/dp2snPOVNMyvE0XRSC73jjL7eHgak/KTHzwtRIFWXNoukkvP3XJWJeTgKPG0VgSKtTT/PTjp9YA59cQcEEAjTvUmyaHgZ/dE9ff/kk9K6ESBRpx6bJKIpOQeyprOzqKBIhbuvWX1tWc7i7+3TYZ55Eq8Q5reHoso2Tu4lNT6yUdWdMwtmqd3WzV20mJxwJvdtU0uXedIL9en1RQdIFAspdKIQ4l3wOMl4NpNiRCRGJ9RUt5CEcXMRZpMPSIhyTIYe2+7DPe0Ew00kqf9CrmfhsyrAXOknnnCMWuc6smkQ8HPjll/X/76pIToFIjGqYdselYo8vCPrpJPC1G0+aTJlMOSrCgl9Mx86VjEXBRoxKHpfLmRdJM9Spa3Tuhd8phwQdJco2P2yKCCWoE2v/TfmexE6i/J5Ko6ASyk2eLUbnU/kkWJvVlVJvkbecxP5NDwDxJez11Hxu0LlKTDir8n24aUkxwKROPcVdaFPD3c5dLaAgKdh0y4kOxo1QCZU89cAJ3Umn7DuHOalBYEGiepN+lQss/p5f5fn0gJnSLQOEmPpwejvyEzaluIolhL9Ymnnush1N/ZKH2K6USBmZT65mgaeu3SWxdiZM+ggqKFVvL33/nyXqsXPJFzyz8WDztNst6/HFK2+2TZ7BclQUdXyITOH4ilohUHj+4yadsNSUv/HQOL12BgQUSUtaiB++THlsWlSOMJ8s/tGBHRy51lA6Sym7Vo7DrIKiOHCKj3FkkLO41AsRavn68l/tiqcn9BE7FWEoZz6Ep/K0fSMv4nykfm9GsrXlXayswLqTQP1Tsyyyuh4fThRL+kfT0NLBSLajL5Ysqfe734T6osOkB0H04UP/3TfM+ThtaKQFtIPt4e+sKuYk+PFQ9zJf2BxaP10r1oE5l3R5Wo3QOlsDbZ8BbPH5Ly8cbSdY6eBRaKdRNZ8CBlZBAqG7rnEQ00krfLWnmYSuCgvzBRKpsroljUlKlXX5/5pEa2YiHVJl98oRGm958klXUQ6D6UiU9Phv6GzPLKIQq0kq/zGglMJR/he4eIuxkEujIy6vjT489kgcWbHHPkVunrohUouaTBnFQaq+FbpZ+rVhQzV/l4W+KQtTcJLNJ7TpPSUsSi2mR58bLyl0mVdUn1LOF87pPPimgFWlfpty3lECm9XJvbWTy92srHv/rIk1TO6vObp7cupDewEBFR5fb/2km+p9eqopPSww9LVGK6p8Z+KC71psiJiNckkwzXaSAiomzD8GAbPm/cCtPC+2Hjn2PQsKAFAC3ylXbEk3vRsPjQC3VtjNtH/IXjOBNhACQK3rNnwTsWADRwKOqG3BoAEMRfOYADt14/GAFWVTFk8Sb867sJX5ROOX4qDiFX/HA3ImEwgj4+7oWhLlq3mqhbJOUQCy0KFsoPMwXAk2hEJX4o+tB+HI8WaPM2RLt6ti9kxbxsN7SvlN4R0gYErF+GwxW6o4OrBlZ1+6NnGV3iRFJB7MllWHg4Jn1JG3mOzIpUQqXcKZo7scew2zsEBsUGddo2R55UWkPaEo3RoLgZJO4UvL3D0p5frRtq1i3ywqRdbcFCyJ9QKIh+WigRB7H/RAxEmxfNerWBcyr5yFW7FzqW0gHxl7H/31tpGOJiAm9wzHFnD+BwkArFsiY6dSr04uTmXI0wYfdp3Ay+hUXN07GigNHnVAu3mnXx4mVVEIXymyHhsopKXofdnwAAIABJREFUeE3nhmKFzKGo97FySHsM/20bTj+ISUqn6KdrcfTfTVg0uCos33q+00ODgj1+xo+tnBOGOEk8/Od9ganHoxHmPQ4DNpXB7BVfwyPnm6RIRESUHcRdxK8f9cJvtz7EuIVfo0KyX3L9/QAEqWYoW9cr1R/sN6ErVwc18uqgKDrkqVARboltXcXMLFkjKQ4xsS8f8f6iaNw+sgHzJ4/C0L6d0LyOB4o728P5g6aYcSJh7X5JJTkldx7kSWXotmJhDgsAouqhGgBAxd3rtxAlgMatBEroUsmCthBKl7RPX8NAvYKVy/1Rp2frhKVlzcqhd5+asHq6RI3+OtbM34pH6Uk7SfrP0f/Zu+/oqIo2gMO/uyWdEBIgkNDBhN5C70WkSu9IFRERVEQ+C4IiiICC2OhdQaRJBwWk9w6GDiFAAgFDS91kd+f7I50ECC31fc7JObC7996Z2bu78947887D77n17gUuBVmA+yzr7oLBYEj+Z1eTCafNoKK57n8t9YvQabnJm/Kbgk3Mm4I55k3BfPUyVyMV6L0oX/YRqZAMpShb0h4NK1cv+2XMFbKfos5Rfpe4bgG9pxclXVI622zwKFWOwjmfLch9/jbVyJ03bwrZnDRsYyqDxRzbpdcV5I3hffGyBdOVv/hu0Ov4FMxDwSot6DfiF1YfCyLFKSsvpdzPSFeInpPG0iI2J7QKO8SEXq/TdtBums/8iQ5PuRiGTN4WQgiRBVi4NGMIo/55wCtDx/B2komSURzfc5A7uqK80aD4s6d/jKXL351F/9ZkxDUdhUoXgEvb+G3VGtat+pOAh+dBpoLp4h981Ot9ZuwPIjpRx1jTO5CvXEMK3NvFoaspb6sZjRhTlV9SERYWs1idZu+EU4rb6HBxzoGOp191O+rwfBbdbskPTeNmaOsp0r0/zcfsYHmwFbBye+1MFl/pwOAiTx+6PE8boTMk6+yoByGxd3IMOLq4YPfYIhlw1D9FF04zYkzdm4I1LJxwBegcyZFiJxtAj5OTPRqhRJkiHjNBOx09RZ0jQsMxK9AccuDwEi5vP3+bahiNxlSmbdXh2vwHtm4oxqgxU1m+248H5lCuH9nIvCMbmffNRxSoP4gpc76hQ7HH59BNz3NBX7QvU0avYO/gTdyxKiLPbudMj6X8WfMpblXEkjsWQgghMr/wbUz6fjsPbGrSf+BDww5Mh1i2+gJW1xrUq/hiEuTrXVzRnZ3Pu/WK4lm+J7OuFqf7m03I/7S/qmG7Gdm+N7/su4UlhxeNe33IVz/MY/nmA5wPukvgiZUMLPci1oDQcLC3B0BFhBKaYo9EYTIlH0r0ZKFsnb2Ys3e3MOLVOtSpE/NXr90PnEg0VkOF7WDO3BNPf5X1JbSRZmeHrQYYvBm8MZBbt2495i+Q3aN8XsqVWJ2DPXYaoMIIDXlUVGohNCQchYa9g2MarFOQ0hlgxvKCxmDZ2dmi00BFhhHxDIH4k6R9mxrwbDSMOdsuEXh5P39O+5JBHevi5WqDpiK5vv17enWdwPEnnPjpey7oKT5gCl82cokNDKzcWjGWiXvDnnpPcsdCCCFEphe+fQlrrlox1nidNkUTdzKtBK38kUUXLNg3r0dN+xdwsKizzO/bhkG/nydCl592M3extF9xrDvee+qrdffX/8wcXxPY+fDp3zsYW90x6QssV7gVHNPJUCmN80k1PQVLFMFRO0TI5bOcjSb5GHLrXS753eZp+3rW22uYuyEv706fQkf3pF0d65WFDOg7i7PRMalnTy2cztaPZ9DU8RE7S8HLaCNd7sIUdNZBsB8nTtzBWjVvulxpNRQsSkEbjeORFzl9Oho8Hl64DzCfx/d8JAodnoULv6SOmwG9HkARFRWFlYeuPFtucStZWtJnY1OoIPl0cCXgEhfDoE6yWN/M2RXfszrIE5+GzXm1VK6n2n/at6mJ4IB72Hq641SwGm0HVqPtwC/AFMj2iT3p9OU//Hd8JX/6fkrFCo8+UvqfC3a4uOTEYLhPlFmhIk/ww3sTabd7NFWfOEEkgdyxEEIIkcmZuXjwGLcsOjwrVaVg4g7z3a1M/v4f7igDpWvWxO25f/UsXJz6DkN+P0+EAr1nW97tUfwZf+At3LzkT4gV9IUa0KJS8t625eIaNpwyEzOuO/qpO/2JOdZtTHVHDUvQXyz7K/lwJ2vAKlbvNz3lHQsL/kvmsrNUb95vW4fatWsn+avb9UP6VLWJv7JqubaMaUtvPEU9XlIb2dWgXnVHNBXOjt9+5UJKV+Pvb2FUm5Z06f8x84+Ep7rETyVnXepVtkWzBLJ+8V8pDkILP7iYlWfMYChKjdqFEobyaVpMuz5XwBm3L0ccYy6XcyswMFkbWoP2sPfci5ndYVupLtVcdKiIPaxdF5T8/bKcZ/mEEXw6uC9frkuYlaNpsakAnlTd52nTp2T2/Y7GuZ3JW7Ivi288VBNbDxoM6UF1owYqnNDQJ5yZaVju5Eyc/L4f3+pGs/G7V8kVm4Qi/Ogkhnx7DNNT7EkCCyGEEJmchdu3g7GiwymnU8KPrdmP38esRVfWHXQeVK1RHK6uY/GW2M6M9Q7H/pjCxJ/+5OS91HZ1H7Bzy/74TEtYoomK/XfYnXs8Xd4jPXk83LHTwHJ1OxuOhSZ5NvLySob2GMOe2INFhj9jVqVYOs9ODOzgid4SwKKP3mPRxUTdhbCTTBs0hs0PnrKTGnWU2bOPUqVLJwql1KPQv0KXTjVjhh0BWO+xaeps/k11H/UltZEuHx0GdKSAXhG2ayx9R24lKHFwEeXH0qHvMmHtBpYtPcT9nClcPX4R9EXp/lYLcussXP/tAwbOOU3iwSdRV1by4dtTORMNjlX70rd6wuV9GxsbQBEWEvJcAScAulyU9PZAj5kzS6fx161Eeww/zdz3v2ZLyuPnnp5LS97sXASDusPakUNYcDbxexbGqanD+eVoNDjWoXOHIrGP2xBT3TBCHjlMKNZztOnTMhSvStlcVqxhW5g0chXXkpzXkZz+dSn7oxW6nBWoWuoJx0nDcj/s3rYR9Fv4CuOn9qTR4J8Z82psEgcVxsFvh/D9qdROQZehUEIIITI9A0WKF8FGu8qlLWs5MrwyFUJ3MePLWdzp/DlFJs/CrK9JEds1jJoYQJvxrdABpq2f0abHDK5ZdIz7czIHNr+P9xMvAdrgnMMejUgUYLmxlE/fzM/RIlf4a8XfCXMXrIEcXfMrqyLa07Za8tSucVxa9KSNxzoWBRzlm9d82NeqEWVdLQT7HWXb1qPcsLhTtrQ9p0/f4r/AACKAZ+9OuNJ63BR67enO/IuL6F31EAtaNaKk411ObV7HTn8Hipdw4dLF1I6rNnF62gimnXGmcxHnR1yp1JG/jDd5dNu5ZgFQmI7+yGdzerDq7WKp6oS8rDbK1WocPw84SPfpvuwb35wyaxvTvK43rpabnNq2iZ0X72PRclF/xLe8VeLFXRtOSodH90lM+esE/RZfYulb1TgwrxmvVvLAEHyabRu3c+GeFZ17E8ZO+4Cy8Q1mwMPDHT0XOD9/CD3DauDm1YXJH9R9clrTFNlSu2c3yswez8nzs2lf8RgtW1QjnzWQI3//xeHbHtSrU4TduwJeQJ2daPzlD7y9swtTfZfTv9oRFrR4lfJ5FUEntrJhtx+huFD3swkMiBuvZ/DAw10PF84zf0hPwmq44dVlMh/UTmn/z9qmz8CuDkNHvM7S/qs4P7cLFfY2oFnd0rjbRXDj1A427bzAfXJSe9intHN90s7SsNyJmE7Pol/vObiPOkMzNx3gxVsTBjN72xiOR4MK2cf4936i9eZhlE7NMZ9qHY1sSBbIE0KITODeP+rTqrmUXtOUzsZBuVfoqibtvKUslqvqx0Z2StOMKl/DL9S2REvZmg6MVJUcNAUoza65mvXfY/afSMShb1SD3IbYVapRmsFVVew+Se28ul0NK2kT87imV241h6k1/k9ausyi7uyeoFoXd1Q6LW5BuZiFqnJX7qa++dtf3VndR+XXofQevdSf92K2iVsgz6bhFHU1hYW0wpZ2US4aylByuNr30EJ9psur1IhWXspZr8UfT7MrrFqM26pWvFNE6VOzQJ4lQP3xdjnlatBiFgTM5aVqtx6ull9PKIzlv/VqVPvGqrKnfXxbxR/PxlPV/Gi1upWq5bifpY0SFsizafzzo1fOttxU27/trirlNj5URk3ZedRU/WceVsmXEnxUk8QuFmfTUE1J+U1RXVw0haGkGv7wmxLtrzZ82U6VctEnKYdmdFWlW/1PLTn98OJrSplOTFavuiech0af0erUk063Ry2QF1NA9e/8/qpKnsRtoSkb91pqyBJfdWBUJWV81AJ5z1Bny42talyHMsol0XkImjK6VVQ9piRdCV0pkzox+VXlboh7rVH5jD6lolNcefsZ2zR+Xzaq4ZSrKawUH6aWdnFRGgZVcvi+RI/fU4em9VY+eWySnUPG3BVV1+92pvI8f8ZyP/MCeSa1Z+LrqnQuvdI0vXIr97oasTpQmYPWq1EtSysXXeLPmr0q0W+ZSrbOZAo0pV7E4LynFH4D35PnuBlhg7t3Rcp6PMMCKGlk0qRJuLm50adPn/QuihBCiMeJus25o6f5z6EY5csUJEfsxU5T4HEOXXWiTLUSsWOHE0Te9iPgzk4+b7+D7ofm8noqf44swafZtcuXuzmKUcmnAkVcDLGP/8s/284SXbAytXyK4ZLaq4rmYM7s2cXRy8FE27pRuHxNapV15yUNwAHMBJ/dx77jlwnW8lK2XiN88r+8o70QL7ONTEH8u28fp64EE6454l68EjVreOOW1uM6wq5xePcBzgaGonMtiFfF6lQp/OiUn5ZgX7ZtPcSVBxrOhavQpHGZZOf4U4sM5Mj23fjeiMQuX2lqN6yC57PdBkmVsGuH2X3gDAH3rTh5lKZGPR8KOaZUCQvBvtvYeugKDzRnCldpQuMyqVh35Snb9JmZgvDdf4CTfrcJx5HchctSs3ZZ8j7rLca0KvcLlvaBxb1tTBy+mADXPNg8OM/OdTt5UHUYM2YMp16ejDflQwILIYTIyixc/bU3A869y6qxNZ9xGIkQQghIjzkWLg3536yG8f+1jFrLoIadaN87JwfWDqT4yxrGKIQQQiQRhu/C4YzY2Ygpv0hQIYQQzyvdbxHo87fkq4+bYtk8ke93PF/GCyGEECLVrNEor0HMn9mPkhl8FJAQQmQG6R5YgI7cDepRTrvG5g1HSX1CKyGEEOI56FwoW6MsLhngl1AIIbKCDJFuVp83P3lsLRw+e4ZQqze39vsSFP3Q1A9dTopVrYjnA1/2nv0PiwLQkcurOuXzv7hcvkIIIYQQQoinlw6BhZngUxtZvmYvp2+YcPGqQ4eOChSY793lnvk+FzeMZeD4LQTERA9oThXp8emnfFi+Ih4P/Dm44ju++2Un1HmXiT/6SGAhhBBCCCFEOkvTG8DWuwf5pacPJaq9y9I7hWnStSOV706nXcOvOBCpQFmx6ovR6qtZfN7EmbiFOjVDUV57uzOVcoK+RAs++Lg9pV2b8dWi73mjfMZNVSuEEEIIIUR2kXaBRchexr7ejPf+CKH5nB38NWkgrerUos2no2ijLhNg0dDlyElOPaArzBvvdaZgbIYo6/2tLFkZGL9k/d1/tnO1cU86eMrAWCGEEEIIITKCNOqZ32fLZ30ZuzeEov2m8kv3ogljsPR5yOOmATryFimGc+zDTk0G0ae8MeauhQph26Il+FkA601WLfOlbveW5EqbwgshhBBCCCGeIE0CC8vFuXw97wJmh/q8/0mTpAGB5SY3bllBs6FkhTIY4x43lKdvv3o4xkQWRO5dzG++ZqwBK1l+qRHdm2T81QeFEEIIIYTILtIgsLDgv3ole8PBqX5XOhVKugKe5fohjl23ohnKUb+Be6IC6SjS7U2au8U8oqJP8Puv+7mwYgU3m/egrqxkJIQQQgghRIaRBoFFNMeP+mJWBkrVqk2eJEe0cOXPNRyOBrvqHeno9dCy226tebNDQWIeNXNxyVg++j2E13tUQ/JACSGEEEIIkXGkQbrZaO4/CMeq2VCgaCGShA5RJ1m4aD8mLQ8d3unFK/qHt3Wkcf8elJ77DaeiFZbrf7O5wNd8Wy5DLL8hhMi2LAQcWM/+a1GoR75Gw6F4XVpUypuG5RJCCCHSTxrcsbAhf/7c6DUjtraJIwcLV+aN4KcTFlybjmZCF/cUC2Oo1JveNexiJnFr9tTq2jWFAEQIIdKQ+TSz3u3HF4v3cO7GXULv7eS7Xp3pNnIdN6Miue+3nR+H9GbyHlN6l1QIIYRIM2lw6d+WOm2b4zl3AWdPnsPcoQIGrNze9gXdP/0b5fMhi+YOoNijggV9CXr0e42xe1Zz36kB3ToVRuIKIUR6sl7fya1Gf7BzfGNcdWDaNpjRUXqKtRzAgO61sKEr1aItbGjkkd5FFUIIIdJMmmSFcmo2lhnDqxH4Uzc6DB7GwPa1qNptCfbdp7P5rwk0zfe4YujI16EfbfMbyPVqN9p6yNoVWO9zetVE3u/ZnpZNW9C+93B++cefyPQul8hYzKf5oX0rxh+JSu+SZDlK1Wbgxw1x1QGY+XfrTgLIR/1XK8fO/9KRr0kf2j48b0wIIYTIwtJmsoLOnWbf7Oby4BMcOn0L5dyf0RVK4Z7azE6ONahZoSCWN14nz0staCZgOsP8vq0Z+EcA5T7dwt/TXFnctQ7vNZnDb8P/YNW4Jrhn6djLwvlFwxm10p8olXx0u6azpcDrI5nUu3QandwZl+nAXKat3USY62bend2SHOldoIzO/C8/dPmcqM+XM7zS488efdGKlI/7j8Wff7afw+LSgddqx32p6chTtbp8XwkhhMhW0rTv5eBZgfqeT37d/RO/89NiX1yavs07jQqi3VrPxsDmDG6a8+UXMkMLZ/+YHgxacpEom8b0ebcGuZx0vDmoLeM2zWH/d714p9QBlvculIZLqqc1PV49JjO/wXa+6daOsbvuxa7IrsO18desX/whNfJKzjAI4e85S7hotqBWzGT5mOb0zZ91z4oXwbRvDlPXrCPSbTPvzGxOalfKsf73D9uOm3Fs1IT6ji+1iEIIIUSGlvF6GuZjTOrdm1ETv+b9Tp+yOjyKo79MJ6jd29R3SO/CpS+r/3y++PE4EQp0HqUoHTMOA5sK5fHWA5abrB3zLTvC07ecacHOsy592pRLNN/GQKV2vakmQQUA1qCVzFt1Awtgvf83sxaew5LehcrQ7rNpzlIumS1cXz6LFUHWVG8ZsmMrByJsqNK4EW4Z7xtVCCGESDMZ72fQGkZohEIBKvQYf4zsRf+VZfjfu2Wz+dAWC+cX/8r20JjhP7qcruSK7VXrcuXB1agBYPZbxvy/Q9OrkGlIw87WGJMtLPb/NrZ2GfCETg8Wrvw+n7/uxXaOVSSH5s5mnyQoeiTrzT+Zt/pmTCB2bxOzF15IZSAWyb4te7ivL0ujJgXk/BNCCJGtZbzfQZta/O/Hz2hRKg+OxpscPuDEoIWTaZvdLwVag9i27QTRcdMK7Oywj+tV6xxwjPuP9T92bjmI9CGzMfMpFvwWQBEvx/jAy3xxMTPW30vXYmVcFvwWz+fv+3GBWAT7587mYGo+RFHH+WfXTbRXGtOkhEzUFkIIkb1lwN66jnxNR7P+9C1CQoO5tHs2A3xc0rtQ6S/alxNnEy3GZTBijH/SiDH+PxYCfU/xFCM5RBYTuWsOy+z7MXd0G/LGfcKtQayZuYSrcl4kZz7JgsU3KPqKQ0IgdmExMzbef+Kmlktb2XFJ4Vm/CRVlFJ4QQohsLgMGFiJF4Ve5dvsRvUIt9i+WNdCfq+Y0KZXIcO6yfs5GCnXrTtU2b9G5WNwAQkXIttnM+1dOjIeF75jDcqc3mffF6+SO+0a03GDVrD8IeGwgZuHqps2ctDhRtW41bNOgrEIIIURGJoFFJmENCSXcmjy9akpUWAghqXupyGKsAcuZt7sCPToVQGdXh/5vVMAmNuhUUcdZMGMH2WBu/1O4y/q5GynStRtV2g6gc5G44UyKB1tmM+90yoGY9fZhlk1+n94TdmNSkZzdOJNft54jLO0KLoQQQmQ4ElhkFjbG1K84brSVq6fZkoXzvy3Et0FPWufRAQbK9ulHfSct/nn/pdNZ9ag7X9mQNWAZ8/dWpkengugc6vHWGxUwxgdix1gwc3eKC0/q8lSh04c/s/OmGas1klMLh9GzsTeSbVYIIUR2JoFFJqHL4UJOo/bkFwI651zxGaNENhJ1mPmLgmjZqxlxK77oCnflzZZ54j/o1uANzFrkJ6lnAbBw/teFnGnwBq3dAAyU69uX+o7xMy24/McMVgenYxGFEEKITOSlBRaapqXLX5Zl+wreRRMl3FUqYSK3UiQsQq1hV9ybYtk7N2+2FLp1NovP3mPr569Sp06d2L/WfH8kOuFFKoI9c+ZwNCr9yplhRB1m/uLbtOzVNH5Vcl2RbvRvmTshELu9jlmLr0ggJoQQQqSCdD8zC0Npqvu4ovs3KGal6chIIuODCRORceM1NCNlqlVN9arBIouw3mbN3PXkGTSNHzrlI0mIbfVn4YA+zDobjUIRfeZXZmz+lKotczxqb9lCTCB2F8cRr1In0SUW861E8ypUGDvnzOXkO19RSb4thRBZUFSUXGkSL85L+6lUSmYPv1iONO7Qgny/zSPQAioyPGGiqCWCCFNMe2s2PrRpWyL18zFElmC5uoS5O0rSc39b6hR7+N2vQZ43p7Hwf7tjglFLICumLWF087fwzK6DIWMDsbzvTmdKR/eHArErLBzQNyEQ+3cB07d8zIxmMoNCCJH1REREoNPpsvaoD5Fm5BpcJuLUfCiDqixh5IEIrIFX8DdBNQNYrvoTEK0APfk6DOVNr+wRVpgtSYNXqyW7plKN4uis2RytOoTfiqT03usp0aULtUftYWuEAqzc3zyNGcd685VP9lx8wXJ1CXN3lqb3gbbUKfJwdFWD3H2nsfCTPbGB2HWWTVvKl6/1JX92DcSEEFmS1WpFKYWTk5MEFuKFkJ/JzMRQjqG/fEG9XDqsIUfYdSgcsHJr337OWzSMRbsxZWIH8mSLdzUM39OJJyFb8DtzJlumUjWdmc6IaWdwLlgY50e897q8ZSiZL+FJFXWCnz+byblseQc8NhCr0oVOhVJqMD2vdOlMTbu4H1kr9/76hZmyBogQIosxmUzY2NhIUCFemGzRBc1KHHyG8+fGKXQvfYdfB/fm86+G0Wv0Nhzrvs+iv2fTOcuPbbFwftEHtK1Tma5z/BMFFmYuTG1PlUbtGbLgNNmjC2glcOlAqtUdxpa70Vyd24WKdVrz0bKridrlLpu+7MCrtXsx74olybZ3Nw+jUb0PWXUze6WfTQjEijw6EMtXltLuiQIx0zF++nQ2l7LHiSUyovBDzPv8Ez4ZMY0dwdnrM5u5WLlzLYCQp9kkZB+zPv+ET0ZMZ9fdtHtvlVKYTCZsbSVBvXhxNCWTIR5r0qRJuLm50adPn/QuSlLWUPyPHuRkQCQ5i1emetl8snaFEI9lJXDpIJoPmsOpYDMYc/FKtbq0GTqV8R08Y66yWIPZMHoAk9cdYN+xAMITfztqNnhWf4+paybErhMiMrrQc2uZOWMFe87dJMqxAOWb9GZQr7p4ZsYvy7uzaZH/LTZaazL+9C4+LvGYIa/WALbOXMC+/x7dSTV4t+GTTuVeQkGzL2vwIeZ8/j5fHW/Opl0jKZPKwebWwJ9pUnQI/6i6fHduG8OKps1wZpPJRFRUFDlyZO9EHuLFkjkWmZXOicJVGlG4SnoXRIjMQodH5+mc6Dz9MS9xo8XoFbQYnXalEi+DiXML+9N64GKulv6ITRsmk3NhFxoNbMjMX0ewbMUXNMjKwaHOBa/q1bmzbQFjRv3GqbC4CFnDWKwtX459h/qVPNO1iFlR5IavGTJ9H1af5k+3oTEvXpV9uK+8cLdNuyFJJpMJe3v7NDueyB7SJ7AIv4HvyXPcjLDB3bsiZT0c0qUYQgghsp7wA1/TY+Aizkfa0KjP+9TN64pu0BBaf/cPC3Z9zRtDSnFwcVc8smxs4UjBSo0pWKka0XtX88aKB7HrHhmoMWgSH3crKpkDMxBdns5M29c5TY8ZHR2NUgqDQa4vixcr7c+oe9uYOHwxAa55sHlwnp3rdvKg6jBmzBhOvax8BUkIIcTLZ73Kwi9+4GiEAn1+SpVxixnmZlee8t4GCIoiYMWXTNrXjkm1n2JMlDWMQN/jnPK7yQOThp2rJ17lK+GdJxWZ1Sz3uHzkCKcDQjG4e1O1WkncHvfra7nHlVMnOe3/APvClahe0ZNnu/xmg4uLExpxgYUO51y5nimosIYF4nv8FH43H2DS7HD19KJ8JW+eWP3IaxzefoxbDsXxqV4G94ebPCyAE4dP4ncnGvu8r1C5aqkn7/NJom5x5tBRzgdFk6NoZWpUStx+VkL9j3Lw5DVC7DwpX82Hojkf3SLPXO/HiLx2mO3HbuFQ3IfqZdxTN4zZGsK1f09x1u8m4Xb5KVnFB2+3xxUijIAThznpd4do+7y8UrkqpRIVOm5uReJJ25b7Vzh+5BT+d6KxcS1EGZ9Kj20bIVKk0pk5cI0a4G2r3JpPUxfN6V2a5L777js1b9689C6GEEKIVDCfHa9q2moKUBgrqlHHomOfCVW/trVXGijQK48316mwVO3wutoyoaeq4emgdBox+43904xuqkLnCWp7kCXRBhZ1Y8brKrdzLlXxk53q0oaRqnkxp0Tbaso2X3X11rxTKRw/Qp1d+rFq6Z1T6eNer9ko9xqD1KL9v6jmtiiMNdX4C6n9sYxU69/0ULr4MtuqlnPupnLbuOpvURN61lCeDrrYtkuoh9Gtguo8YbtKWn0/9eNrbso5VzX1+Yr5qpe3Q+x2mnIs+YHaHFfpUF+15KOmqngOfaJkGqjNAAAgAElEQVT9asqYu6LqOn6rCkx1fyChvX1G7FT//j5E1S9gn7BPzajy1vxA/elvVpbg/eqHbmVVLoMWfzy9S1n1xqyTyd6Lp6p35GY1xMtFOTsYlQZKM9gpJ2dn5VJ8oNoQqZTF70f1mpuzylXtc7Vifi/l7RB7fM1Rlfxgswq5MUO9nttZObs1VT9dsTxUvf/UvmnvqMYlEp0ToDRbD1Wz/yx19N7D7RGqfJd8pJoWz5H09cbcqmLX8WproFlZLBZ19+5dZbVaYzYJ81UL36mjPO11Sd4Lnb2nqtn3J7Uv2PLwQYR4pHQPLJSyqJtzWysXQ1H17taI9C5MMhJYCCFEZmFRgdNeU/ZxHSpjDTXubFwPNUIt754rvpNtKPGB2ml60u6C1cbBpZSdhtJ0jqpglddU++491RudW6m6Xq7KqKFAp/K2X6gC4vteFhXwUyNlg1551GmsyjrqlNHVS9Vv01V1bddQlcwV2/k0eqsPtoUmOphZXZ7fQRUwaApNr5yL1Vatu3RVbet7KReDpmw8C6n8+rQNLCzBG9XgUnZKQ1M6x4KqymvtVfeeb6jOreoqL9eYeqDLq9ovDFDx1TdfUt/WMSp0uVQBTyeldyyq6rRtp14rl1e5tZ6rblqUUqEH1cTG7kqvoTSjq/Ku30Z17d5ZtaxRVDnrNYVmr7z7LVNXU9WfTWjv/D5VVWGjpmzcy6tX23dVnZtXVO42mgKdcm32sfqkoZvSGd1UqYbtVLcuLZSPp13Me2FXWY06HJ2wx6etd+QmNbCIvbIxxgRJms6gjDY2yq7Am2pthFLmS9+qOkaULlcB5emkV45F66i27V5T5fK6qdZzb6rogJ9UIxsUxrrqu8uJ39u76p//VVY5dDEBkotXXdW6SxfVpr5XTHCk6ZV7y+nqXPwmoergxMbKXa8pNKNy9a6v2nTtrjq3rKGKOuuVhqbsvfup386HqrCw2FDKclOt6F1YGbXYujbroHq80V21a+itXI0xbefWcoa6nAEv/IqMKQMEFkqZL3+n6hoNymvYHvWk7/m0JoGFEEJkFpFq88BCSh/XkTbWUd9eSggsVvfOG9/J1mwaq58DH99zNft+rarbagq9h2o366yKTPykJVjt+qy6ctRQmmNLNee/+CdiO7oxQUeeRmPV7v8SjmMOXKPe8jYqDZ3K88ZKFRK3VdDvqou7TqHZKq8+i9XF+INFq+vrPlA+OeLuwqRVYGFWvl9XV7YaSu/RTs06m6T2yhK8S31W3VFpaMqx5RwVX/24wCK2w/7J7thL6tEB6qJfiFIqUu37rIKy1TRl8GimJu4NTghKlEldXz9cVXfRKXTuquNvgerJsUXi9tarfM2/V0cfJNTh8vQWylUX+57nqKr+t+Wmims9y39/q0HeRqVhVGU/Paiin6feSqmwhW2ULSijz1fq34Q4JT6wAE3ZVf5EJTTJReUXopTlEYFFxO7hqrRRU+hyq/pfbFM345+KVtfXDVbl7TWFzl11X3ZHKaVU5L7PVAVbTWkGD9Vs4l6V+EaD6fp6Nby6i9LQVJ7WM9S1qJidmS9PUvVsNaU51lJjjiYNdK+u6KtKGDWFsbz6PFHgJcTjZIhJDfq8+clja+Ha2TOEmm9watcOdux46G/Xv9w0h3Ll8M6Ex3bu49wdyecthBACIJyr127xyF+FRAl3lDUQf//HL0xieuBM2RYNqNb6I8b08U46Fl7nSq2B3ahmBBUVRGCQJdn2mm11PvzlE2q7JfzU6vO3YGjPihiwcu+sL1ctAFZurJjLultW9AXfYPKUbhSPP5gBz5YTmD20MjZpuoaZiQfOZWnRoBqtPxpDH++kMwF0rrUY2K0aRhRRQYEkr76GQ4O3eb9mzpj/GjwoXsQJ7q/j59mnMGnudJy8gGE1XRMtqGWDZ4txzB7mg426xdrpi7icvFkfSbOpxvuTh1ApPnuqnqJdOlPXXgMMFOszkdGN3ePnmOjc6tO1WWH0mLl66TJRL6TejyugAw3efp+EJilOEadHvTiMLXMXcS4acjT6gnkjG+AeP93BgGfLcYzt6oFeBbPjr72Ec591P8/mlEnDveNkFgyriWuiHp6NZwvGzR5GZaPi9qb5LPGPedzsf4XrZoXOpRSVvBwTHV9PwTYjGNq+Gg1bVSO/RRbxEamTDukAzASf2sjyNXs5fcOEi1cdOnRUoMB87y73TP9xfMEw3pt3hHuxvw6afTm6jxrDiKr5eXB2B9O+GcfScw5U7voho8dUw9s17WshhBAig7GGEBJmJVWLM6kwQkIf/0qHGoOZvXJwyk9G3eH8v1d5oADMREcn35e+aB0aFHt48queQoULYNAOYY4IJyYTbDi7tx8iXOnxeK0DjXM+vCcbynXvQOVvjrA/NXV7IRyoMXg2j67+ef69Gjsp3BxN8uobKFa5MrkfunxpOriZncFWNOf6tGuZN4VVeg2UbPoqr3x1iNNHd7Dr/keUSOVvvL5ILeo93N72ecmdUwfhjlSuXRW7pFvgljsXGgpTpCn2vHneej+GoRiVK+dO3crEUSfYsecWFs2OOp07UzjZHOocvDZ2M8e+9KBUoZwYTJvZvDMYq+ZM/XYtyZvCQQwlm1K/+GiOnD3Ojl33+aiEK8aiJShso3E58DcGd8jF1cHdaftqJfLbAfriDFqyn0FPUUUh0jSwsN49yLT33uLz5XepPOgzhnYtj2Xrl7Rr6I8pUoGyYrUrR88ZKzAHV6f/qqCYK09mKx71mlDKzgE6tcL7h+k0HLeG1f/z4ZHBvhBCiGzGiCG1SWw0G2xTewsg3J+9Gzex86gvFy5e5tLF85w5e5nb4ZaYDqZRkdJSs1ruvORNoTyarQ22QLTFjMUKWK5x6UoYCh1Fvb0xplAEfeEylMylY//dVNbvBQr338vGTTs56nuBi5cvcfH8Gc5evk24JabSRqVSCOY0cud1f6gTbeXuhUsxV/nvL6O7y3K6p3hEhdUKiutcuWYG19R1VbQ8+ciXrL01dBqgc8IlZ/L96ONPmOR1eLZ6P66AucnrnsqBIlF+XLpuAX0RvEq6pBiM2HqUIm6JQ+vdC1yKaViWdXdheQoNq5RCWa2AxvUr1zDjiqHgGwzvO5W9085x5a/vGPTXJIY4eVKxbhOatmxDx47NqeT+vGm6RHaSdoFFyF7Gvt6K0Qdd6DJ/Bwu7F405eLVR7FjUkO8tGrY5chKT2awwvb7/mj/3DGDtbSsq+jRTh06k07ahRHz1NivL/shfH0lQIYQQIhGdMy7ORjSintzh05xxcXlSJ8/ExT8+otf7M9gfFJ1onxp6x/yUb+jBnV2HufaoQxiNGFMTu6gwwsJj9mvv5ESKm+hccM6hg7QMLEwX+eOjXrw/Yz9BiS/Na3oc85enoccddh1+VO1Bl2yNBMWDkLCYdjQ44uJi9/ir9wZH9E8xAkezeVx7a2ipHUr2nPV+NB2pXjYiIpRwswLNgRwOTw5G1IOQ2LtfBhxdXLBLYRMVG/1qmhHHuIbVudL8h61sKDaKMVOXs9vvAebQ6xzZOI8jG+fxzUcFqD9oCnO+6UAxiS9EKqRRYHGfLZ/1ZezeEIoOWMwvcUEFgD4Pedw0uKAjb5FiOMc9XKQP33+1gr3vbiTYqgg7NIFer+9Ab2rOrE0dsvDCRkIIIZ6NLV4li2DAl2gAHrqTkOg/mkMxvIs+/icwbPdI2vf+hVNRGs5ejWnbqj4+5UpTunQFKlUsgVvITJp5Huba80710xyIWQBZEREaiiJv8tcoE6aop7o+/pzC2D2yPb1/OUWU5oxX47a0qu9DudKlKV2hEhVLuBEysxmeh689ek5LMhp2drZogMF7MBuPjaNqhluf7WXU+xnY2WGr08ASSVjEk4+k2dlhG9OwDN54jHEPNazVauXBgwfkzJkzydoVABg8aTRsDo2G/ci1g5tZv3EzW7du4Z8DF7gTeZ3t3/eiq0txDo6s+AIrKLKqNPlIWy7O5et5FzA7NOL9T5qQK8mTN7lxywqaDSUrlEl0C1hP8bem8MWK/Xyw5S5WFcnZ7WfosfRPasqtCiGEEMkYKF3NB1edL0FWABORkXHPWYmMiLuToWFTthpVH7vqXAjrf56DrwnsfD7l7x1jqe6Y9BWWoFvE5A9JeShUqukLUqKII9qhEC6fPUs0xZItYme9ewm/22mYrCRkPT/P8cWEHT6f/s2OsdVJWn0LQbfuxHSuUz0kSEfuwgVx1kGw3wlO3LFSNaXJAOnppdT7GdgUomA+HVwJ4NLFMKiT/HaB+ewKJq8OooBPQ5rXKEzBmIblxIk7WKsmnb9iMpmwsbFJHlQAmIIJuGeLp7sTBau1ZWC1tgz8AkyB25nYsxNf/vMfx1f+CRJYiFRIg0+0Bf/VK9kbDk71u9KpUNKvS8v1Qxy7bkUzlKN+g4fGY+q9eOfHkdSPu11tvcWKsRPZG/bySy2EECLzcWzcnmZx49hVBOFhcV0/KxGRpph/arZUbdOGoo+bj2EJ5JJ/CFb0FGrQgkqOD7/AzPm1G/nXDCgL5ujn6fQ7UrdxdRw1C0F/LeOvZMOdrASsWs1+U9rdsbAEXsI/xAr6QjRoUYnk1T/P2o3/ElN9M6mtvl2NelR31FDhO/jt1wuklFTp/pZRtGnZhf4fz+dI+PPV42k9X73jhlu9gIDDthJ1q7mgUxHsWbsuNlBOUhDOLhvP558Opu+X67hjW4N61R3RVDg7fvuVC4kaVikVs9J25C5GtWlJl/4fM/9IOGDG97vG5HbOS8m+i7nx0DFsPRowpEd1jBqo8NDnrZHIJtIgsIjm+FFfzMpAqVq1yZPkiBau/LmGw9FgV70jHb2Sf8tr9m64OhswxH5YI0/8wHsTDxGZ7JVCCCGyvRwtGfqOD/YaYA3kin9sMGG+gn9AzGRrvUcnhvYrkeyuQBL6PHi426Fh4er2DRxL0q+K5NLKofQct58IFfP/8Of6UdLh2WkgHTz1WAIW8dF7i7hoSng27OQ0Bo3ZHJuB6mkozOakkxSio6NTtaU+jwfudhpYrrJ9wzGSVv8SK4f2ZNz+iJgOdGR4qn+Tdfk6MKBjAfQqjF1j+zJya1CS4CLKbylD353A2g3LWHroPjltH7mrl+K56m1jgw2gwkIIee6bSy60fLMzRQyKO2tHMmTB2STHCjvxC8N/Pko0jtTp3IEixnx0GNCRAnpF2K6x9B25NT4VblRUFAbrdVZ89B4T1m5g2dJD3M9pCxgoXrUsuaxWwrZMYuTqayQ5WyJP8+vS/UQrHTkrVH3eColsIg2GQkVz/0E4Vs2GAkULJf0ijzrJwkX7MWl56PBOL155+FvedJLv3/wO/Vcb+PbXjgzbeg+rCufopCF823YHIyul8TeOEEKIDM5AhWFT+XxzE0buCuHI7sOEd6qP3a297L9gRjMW440p42nr9qTrai606NkGj3WLCDj6Da/57KNVo7K4WoLxO7qNrUdvYHEvS2n705y+9R+BARHAc8xudW3NuCm92NN9PhcX9abqoQW0alQSx7un2LxuJ/4OxSnhcomLT3PH3nSWI6fuJrp6bubi8aOE0JQcj9kMAJcW9GzjwbpFARz95jV89rWiUVlXLMF+HN22laM3LLiXLY396dPc+i+Q1Fc/F63G/cyAg92Z7ruP8c3LsLZxc+p6u2K5eYptm3Zy8b4FLVd9Rnz7FiVSm+XrRXmOehs8PHDXw4Xz8xnSM4wabl50mfwBtZ6xKE6Nv+SHt3fSZaovy/tX48iCFrxaPi8q6ARbN+zGLxRc6n7GhAExQ+dytRrHzwMO0n26L/vGN6fM2sY0r+uNY8Q1zu7ewu5LD7Bouag/4lveim1YuzpDGfH6UvqvOs/cLhXZV78pdUq7Yxdxg1M7NrHzwn3IWZthn7Z7Ea0rsoOXvwZfpNr4lqfS61xUt+URiR43K7/pzVUunU65NZ+mLiVbSPSu+meYjyr39nr1n0Wp6DM/qMYuutjVQzWVo/Y36mQaLNMtK28LIUTmYwnep6Z0K6dcXcqqziNGq/cbFVBOBRqoD5ddTLqC9mN3ckftntBaFXfUKS1+9WqUZsytKnf7Rv3tf0et7pNf6dArj15/qpgFlRNWgrZpOEVdTWHp6LClXZSLhjKUHK72JfkdM6nLq0aoVl7OSq8R/3tnV7iFGrd1hXqniD51K2+bz6mF77ZQ1YvlTLSf2LLrcqjCVV9TnSfuSkX1d6sJrYsrR52WaB+aMuaurLp987fyv7Na9cmvU+g9VK8/Y5eTjl9520Y1/vnRK2dbbm5X33avpHIbtSTlQ7NTHjX7q5mH7z2xfLF7enx7R25Ub3nqFfoCasCmh995szr7TQ1lBGXben7CKujPUm+llDKdUJNfdVeGuDY3+qjRp6ITVt5+xGrvj1p5O+bJG2rruA6qjIv+oXPQTVXsMUXtDX5of5abavu33VWl3MYkrwdN2XnUVP1nHlbJWvbeITWtt4/KY/Pwe2FUuSt2Vd/tvJWKFdCFiKEp9VxTzlIldMNblGm9ALcRhzg4ugIGrNzeNoo2HcZzpsRQlqyZQNN8SaYZcXpWN5r9z8SoM2vpn08HRHFsVHWqjzkek+1Dl5MGE/eyeVjpl3rbZdKkSbi5udGnT5+XeBQhhBAvnpWQK0c5eCoAk0sJfKqX4VlS8puDz7Bn11EuB0dj61aY8jVrUdb9Jd4xNwdzdt8+jl8ORstblnqNfMifbjfozQSf2cOuo5cJjrbFrXB5atYqy4uqvinoX/btO8WV4HA0R3eKV6pJDW+39Fi99yHPWG9LML7btnLoygM058JUadKYMrlewKjzsGsc3n2AMwH3sTp5ULpGPXwKOT56PLspiH/37ePQ2QBM+hwUKFWdmjW8cXtMw5qCfNl/4CR+t8PBMTeFy9akdtm8z3MfTmRDaRJYYA1i04gO9Jlxh+rdm5M/cA+b9v5H8Y6fMGFMP6ok/tBF7eXbjm/xzYYz3MOVsi0GMnbGaGoc+4p+w39k4+l78SneNPsS9F24izkd8720oktgIYQQQojM5rEpZoV4SdImsIgVHnCCQ6dvoZwLUKpCKdzt0urIz04CCyGEEEJkNuHhMSm1HBwem1dZiBcqTe82OnhWoL5nWh5RCCGEECJ7UUoRFRVFjhxPnKYvxAuVpncsMiOTyYROp8NoND75xUIIIYQQ6cxkMhEdHY2Tk6woLNJW+s+PyuBsbSWlrRBCCCEyD5PJhL29fXoXQ2RDabBAnhBCCCGESAvR0dEopWSkhUgXElgIIYQQQmQRJpMJO7tMkB1HZEkSWAghhBBCZAFWqxWz2YyNjaw+IdKHBBZCCCGEEFlAZGQkNjY2sm6FSDcSWAghhBBCZHJxKWYl6YxITxJYCCGEEEJkclFRURgMBvR6fXoXRWRjElgIIYQQQmRyJpNJ7laIdCeBhRBCCCFEJiYpZkVGIYGFEEIIIUQmJilmRUYhgYUQQgghRCZlsVgkxazIMCSwEEIIIYTIpEwmk6SYFRmGBBZCCCGEEJmQpJgVGY0EFkIIIYQQmZCkmBUZjQQWQgghhBCZUGRkpNytEBmKBBZCCCGEEJlMdHQ0gKSYFRmKBBZCCCGEEJmMpJgVGZEEFkIIIYQQmYikmBUZlQQWQgghhBCZiKSYFRmVBBZCCCGEEJmEpJgVGZkEFkIIIYQQmYSkmBUZmQQWQgghhBCZhKSYFRmZBBZCCCGEEJmApJgVGZ0EFkIIIYQQmYCkmBUZnQQWQgghhBAZnKSYFZmBBBZCCCGEEBmcpJgVmYEEFkIIIYQQGZikmBWZhQQWQgghhBAZmKSYFZmFBBZCCCGEEBmYpJgVmYUEFkIIIYQQGVR0dDSapkmKWZEpSGAhhBBCCJFBmUwmuVshMg0JLIQQQgghMiBJMSsyGwkshBBCCCEyIEkxKzIbCSyEEEIIITIYSTErMiMJLIQQQgghMhhJMSsyIwkshBBCCCEyGEkxKzIjCSyEEEIIITIQSTErMisJLIQQQgghMhBJMSsyKwkshBBCCCEyCEkxKzIzCSyEEEIIITIISTErMjMJLIQQQgghMoC4FLN2dnbpXRQhnokEFkIIIYQQGUBcilmdTrpnInOSM1cIIYQQIgOQFLMis5PAQogMxnTnJsGm9C6FEEKItCQpZkVWYEivA1tv+7L71E2iVdLHdc7FqVa1EKH/7sI3yIwC0LngVcuHghLEi6zO6s/srtVY1mwPWz8sgay3KoQQ2YOkmBVZQboFFirMn63fvs24v65jVgAaThXfYMRnQ6nkU5CwG6fYMHE8U7ZZqTvkW6ZUk8AiPSULBDUD7mXqUtY9jMsHDuEXmihC1LlRqm5FPNLt7Mq8zKcXMn/HbU4Ezubw4PFUl2yDQgiR5cWlmHV0dEzvogjxXDSllHryy14O69WZtKrwDhvvWQEN51azOb+6H+46ACtB05pTdk17jq5/m4LpMGjr6tWrbNiwgYEDB6b9wdNUCOc3zGP26pM8MNrj7NWeNwpvZ/x8P6p/Ppf3fQxYLq9l9OD3GL/pSkxwoeWk85JA/ugYxr4Fk/hm3A+suxgZc4fJtikzrm1iQJ50rlamY2L3h+Vp+P15zHpP+v15hjmv50jvQgkhhHjJwsPDAXBwcEjnkgjxfNJ1joWuUHfe61wwdriHImT7ElZct8Y+e4+t2/xo1KtjugQVAHfu3GHPnj3pc/A0Yr25ja9b+dDylxCafv4L03+ewvsuf/Dm0En8sS0U16Ixtx30xV5n1MS+lH/4LoQuDzX7jmPm0DrIqNDnFPIXc/64hBnAcoOVM5cSaH3SRkIIITIzSTErspJ0nrztxKuDelPBGLMIjArbyW+/n8cCWIPWsPxkLbq1ckvfImZh1sC1DGnahsnhA1i+YgSNC9oCetxLuxF5PRybyg2o75Lwes3BAfsU96Qjh5MDspTP87Byc8V89ihXDFrM/+9vnsX8s5YUXx12y58rfn74+fnh53eFwHtRgIm7AVdiH4t5POCOzALPskybGVjQhlc+2ElUepdFCPHMTCaTpJgVWUa6n8WGcn3pW88xplOqoji8+DeOm63cWLWMcw278ZqMBHk5ok7zU6/ezLhajS9nDqVCogsl5sBAblsMlGnQCI90P0OyCctlFv92i24zPqGuQ2ygbTrC/Fl7iEz2YjN+G0fT0acExYoVo1gxL16fcg6zNZgjv39Ft+pxj79CwzEHpdOZnsJu4X/FLz7YuxJ4jyjAdDcgUWDox5WAO6RZCGi6w7VEZfLz88PvylVuh4M1NCi+XFeu3iY8rcokRDallJJJ2yJLSf9uo64I3d5sgZsOQBF9+g8W7rrAiuUBNO3eABlt+DJYuDTjPb7YFopX/68YUCJx7qEoTu49SLCuMHUaeKXf7P5sxnx8AUutbenZvCf9m7vFfjDNXPp9OmvvPPxqA2V7T+XzVq5JP8A6D179aBrfdC4k2aQyCLPfRkZ39KFEsWIUK1YMr9encM5sJfjI73zVrXr84680HMPBNIoALTf3MLVvLV6JPXaxEj50HrWAPdfNRF/eyoxhLSn7SnV6fLeNaynfMBNCvCBms1lSzIosJf0DC8CtTX86FortCpn9WDZuKIvutqR7TYngX4rwbUyavJ0HNjV48+3qJGnlqCMsX30ea64a1PeRlERpI5wdc1eTu0s3ihny0GZAR+I+DtZba5n5+xWST7XQsLW1TWH4mYadfUqPi/RgKNubqZ+3wjVpBIjHqx8x7ZvO8e9zWtIXfp2xcz6jQY7Ys0RzpFK3YbT1MmBbvjtfDm5EkXqfsvD7znhLhCrESyV3K0RWkyECCxwa0r9HGWKmWli4sXUrqm13Ksnl8pcifPsS1lyzYqzSmrZFE/ccrNxa9RO/XbBgX6UetVKeUCFetLvrmftPSbp19EQHODYcQM+yxtjhgWHsmDOPk+Z0LqN4ZpqtLbYpRHqanX2Kj6cFfbFevN/JI+bOliWQNYs2cg+ASPatPkiZfj0oKkGFEC9VXIpZGxu5iCeyjgzSdTdQsW8fan0/jB3hCs22Bl27lZThHC+FmYsHj3HLoqNAxSoUSNzI97fzw5Qt/Gc1UKFWbXI/NuxMtyzFWYyVa0vnsatoIwZeOcKRKzGP+TQsjeHkCaKVIvrkAqZv/R/Tm0p+8+zJys3jmzlyPTrpp858iusmRfjVg2xc9yDp96VmR6GqjSif91Ef4pw0H9SXsr9+zYloK7fX/8qqoHb0sdvEwr0V6PV13gxy1UmIrCvuboWmyT1mkXVkkMAC9EW706/pGHb9eQ+Hel3pJJfLXhILt28HY0WHU06nhM6IxZ+lY9eglc4HBx2oWrM4BGxkyZnKdH7VHR2gz5mTHHqNmIUsTNy7Gwo4AGZuBt1JGK6jzJgtVjLKDbEMzXKW3xacxNleY/yobQmPK0cKOmhcDlNgucayGSv5qklPHtlPFFlYFHu/7UanxXdTGBIH/Dmctn8+9JguP/3WXGZOy0enrzRU7EffOpMZui0c6/0t/LrUn6bOv3GmwYe85vQiyy+EeFhcillnZ+f0LooQL1SGCSzQudP+zfaMWLsCn+7t8ZQO1EtioEjxIthoV7m0eTWHP6pMxfDdzPpyNsGdP6foDzMx62tQ1HYtX4y/TutvmieEBy61qVPBhk0HTCgVxe6pn/KzS2O0w7/x0+wjWDRibmSY/2XjkkO0fasqHo7yRj5O1MH5/B7Zh/k7x1IlyacxhLVvlqLd3AAsWLm7aSYLLnRnuAx6z4ZsaPT1dg5/GJ00sDAfZkLbIexvPINlQ8sn/TLX2ZC72BOGV+gL061PU0bv+JO71nB2L/yOCbnu0Or76sjADCFeLkkxK7KqDHVGO9WoRaUCzenR2j1jFSxL0VP8zS/4oIoLpkNfUztvDoq0mEZUz0mMapSDKBMQvZtJI0/x6qj3qJb4yqW+NEMmj6JBPiMaivCTc3mv+zv8cqUxP49thvsQXnoAACAASURBVJ1mh1uRslSrWwnjobksPnA3vSqZSdxjw4ylOHXskcJ8ohy81qsDsesToiL2M2vq7iTpP+1s47KIKEymiPhOp8WSMGBGKRmylvnpcClSnko+Pvgk/qtYDFcD2OYunvy5SuUonPNJ36I68rbrS7v8ekARdWQ6c7WO9CwlwasQL5OkmBVZWTresbjPid9/YrGvC6+9/Q6NC2rcWr+Ba83eokWu9CtVtpCzIeN2n6P30dP851CM8mUKkiO2L9FvwT7K+TtSpmoJcqXQv8hR6zO2nO/B0YNHufifHs+KdanlnQsCm7Gn9a+UL+goQWEqmY7/xISVioori6U4n8i2al2qOP3ExXsKMHNpwWhmvPM3Q0saACOlKpfDSbvCfWXh4vr5rGpjxenQTD6f50dMllALQacOczmyHiVlQdf0Y2cbvyq9MpmISIgAE+ZMKJU+s5ZyvEa/riVYOOkcZs2VZn26UEg+wEK8VJJiVmRl6fYTYj42iT69RzHx6/fp/OlqwqOO8cvUAFq/3RiZopoGbPLgXaM+tcsnBBUAtvkrUKdGykFFHF2OwlRp3I6uXVpT1zsXekDvUYaKElSkkpXAlR9Qr9kYDoRcY+GbDWn/ziyOxWd+iuLIzEF0afUZGx4kdDet97fzabPX+GLzHUBHvq6j+er1othpCtOpaXSt3ZzPjlfnw76lMNjmolCpylTQ7WDsxI0EpTg4X6QFY6nKlHOKmZxpubie+av2s3/DTwx8bx5+setEWIJOcfhy8qUQXz5bqvd9g0o2GvoC7ejX2i0dyiBE9hIZGSl3K0SWlW53LKyhIYTFDtMIPfYHI3udY4P3SHaUzzjTPoR4OXR4tJ/CgfZTHvG8DT4DpvLHgCfsxqES760+SdtjhzjhH06ukjWpUdKVCP/6XBztRaEcEuZlBLp8XRn91Wr+/Xgtfv9v7+7ja677P4C/vufsbGPsxswaYSNmMbexmIttLj9JksyVkNyFKF1IiVq5KZexRG5TFE0lKvdCiS5LptnmwkRFmc3CZnd2ds73vH9/bDPb3Nu523k9H4/+aOdh+3zO53zf5/P+fr6f96fgCJYOCMVnrYZhzr+H4OfnliPNrxEaNdBi39tzETRvGnr6WnbcnIKewdCuMchvOwIRvKtDZFaqqkJVVZaYpSrLarN459BXsfC1E5i47Ef8mX4QP7WfhI/f7cuqN0R3pAYatAlHgzalP6nZsBlqWq9BVEF1tBm/EclPHEZ80hnkezVDx4ebwTPvNLqEv42mDWrc5UqfDjVr10GtGvf4OIWmIZ5ZsAUhXu25aZvIzFhilqo6Rbi784YSExMRExODNWvWWLspREREZMdEBJcvX4a7uzurQVGVxU82ERERkZmxxCw5An66iYiIiMyopMSsqytL9FHVxsSCiIiIyIxKSsw6ObFADVVtTCyIiIiIzIglZslRMLEgIiIiMhOWmCVHwsSCiIiIyExYYpYcCRMLIiIiIjMQERQWFvIxKHIYTCyIiIiIzIAlZsnR8JNOREREVMlYYpYcERMLIiIiokrGErPkiJhYEBEREVUylpglR8TEgoiIiKgSscQsOSomFkRERESViCVmyVExsSAiIiKqJCwxS46MiQURERFRJWGJWXJk/NQTERERVQKWmCVHx8SCiIiIqBKwxCw5OiYWRERERJWAJWbJ0TGxICIiIrpHLDFLxMSCiIiI6J6xxCwREwsiIiKie8ISs0RFmFgQERER3QOWmCUqwiuAiIiI6C6xxCxRKSYWRERERHeJJWaJSjGxICIiIrpLLDFLVIqJBREREdFdYIlZorKYWBARERHdBZaYJSqLiQURERHRHWKJWaKKmFgQERER3SGWmCWqyCIlDI4cOYLDhw9b4k9VqoyMDBgMBqxevdraTSEisnvBwcFo06aNtZtBdM9KSsy6ublZuylENsUiiUV+fj7Onz9viT9VqbKysiAidtl2IiJbExAQYO0mEFUKlpgluj5FRMTajbBViYmJiImJwZo1a6zdFCIiIrIROTk5cHZ25v4KonL4YCARERHRbWKJWaIbY2JBREREdJtYYpboxphYEBEREd0GlpglujkmFkRERES3gSVmiW6OVwYRERHRLZSUmHV1dbV2U4hsFhMLIiIiolswGAwsMUt0C0wsiIiIiG6hZNM2Ed0YEwsiIiKim2CJWaLbw8SCiIiI6CZYYpbo9jCxICIiIroBlpglun1MLIiIiIhuQK/XQ6fTscQs0W3gVUJERER0HSUlZrlaQXR7mFgQERERXQdLzBLdGSYWRERERNfB1QqiO8PEgoiIiKgclpglunNMLIiIiIjKKSgoYIlZojvExIKIiIjoGiaTCQaDgY9BEd0hJhZERERE1ygsLGSJWaK7wCuGiIiIqBhLzBLdPSYWRERERMVYYpbo7jGxICIiIiqm1+vh6upq7WYQ2SUrpOP5SDuajBPpV+DsG4jWLeqiuuUbQUR0BxwsbuWn4WjyCaRfcYZvYGu0qFule0t0VUmJWZ1OZ+2mENklCycWWdgTPRlrU2vBxzkbv+7bgn3Z7TFp+XJM7uLD5RMbkJ92FMkn0nHF2ReBrVuA8wkbxEmfhTlY3Mrag+jJa5FaywfO2b9i35Z9yG4/CcuXT0YXnyrXW6IyWGKW6N4oIiJW++tqGjaPDUf/DY3w3s+bMaax1mpNuZ7ExETExMRgzZo11m6KRWTticbktamo5eOM7F/3Ycu+bLSftBzLJ3cB5xM2gpM+67PxuFXZ1LTNGBveHxsavYefN49BFe8uOTCTyYTs7Gy4u7uzGhTRXbJuYgHAdH4V+jYbhSODvsWxRRGwpacaHS2xKEtF2uaxCO+/AY3e+xmbxzQG5xO2h5M+67DluFX5TDi/qi+ajTqCQd8ew6KIqt1bclwFBQVQVRVubm7WbgqR3bJ6Sq6pHYYuwQr+2rUNCYXWbg2V0sKv1wy82kPFruj52Ftg7fbQ9Wj9emHGqz2g7orGfA6SxThW3NKgdlgXBCt/Yde2BFT57pJDYolZosph/Vpq2jrw83GBeigFx3NNCMw4gKPnDSi7jKKBR6P2aF0vG0fjUnBBLXpV49UUIS394GyNdjsCTW2EdQmGsm0XtiUUIqIT32nbUzLp21Y06YvoxOvBEm4RtxSnOgjqGASfvD8Qf/hP5F8T0DTegejU4j67WgHU1vGDj4uKQynHkZtbF78nnEFeubVuxfk+tAhpAu0fh5B09krRe6GpAf+27dCQN4DJxrHELFHlsPgVZLx4BNvXb0LcsTToPZuic79ICAQwZiEzy4jLp7Zh1pj/YHeqWvTFpNRA60Gv4bWJLdG6bjbOHNyAefMWYx86Y1z0QrRjYmFGWtTx84GLeggpx3NhCszAgaPnYSidPaFOUEcE+eThj/jD+LPs7AmBnVrgPnuaPdmpayd92Rdr4VeOUaW7VdzKStmMWeNjsPuvouRC4zUQX56LxRNX0pC8dR5mL9yK3wqK3nuXXh8hfctweFq3SzdhxMUj27F+UxyOpenh2bQz+kUKirqbiUu5qfhp8Wi88uUJFHVJgZP/I5j48iQ07NAEzqnJ2LVgLuZuzECLoXOwqHkbNHSz+uI40U2xxCxR5bBcYmHKxMGl4/Hc6+uR2XYspk4YgJbqd3irbzjO6AsgEJhMWjR6bAZWvP4LWo3dgcsCQHFCwP+Nxr/aeADwwKP/fhW/b/sM1QfEYv7getZ/lqsqMV7Eke3rsSnuGNL0nmjauR+K5hNGZGVmwZiVgs2zxiNm919FE1eNFwZ+eQ6xT1xBWvJWzJu9EFt/KyhKCF164aP0LRhuu7MnO3XzSV/mRY5RpbrNuNX4iZl4N3kX2r75CwzX/HNNnU4YMXsZ8uIb4aU9tv8QkSnzIJaOfw6vr89E27FTMWFAS6jfvYW+4WegLxBATIBPKF78IAZJB/rgoz9VAIDGrytGjOmGhloAXUbitcwfsepPf3y4fBRa8wYw2TiWmCWqPBaal+cgblZvPDL+C+T0/Ah7v43BmMc6o1Of1xDVR/B7qgpFUxMeHloAGjQcPB7/ql98G9V0Gd99/hXOmYp/Veb3+OHPbnimH5OKymNC5sHFeKbdA+gwbh0uNeyOAZFtkbmsL8Jn/Iyi+YQJ2sZPYOa7I9Gy/ERBUwedRszGsvEdwbBsPqbMg1j8TDs80GEc1l1qiO4DItE2cxn6hs/Az8WTPoVjVInuJG4pqF692vV/jcYNNarbQenKnDjM6v0Ixn+Rg54f7cW3MWPwWOdO6PNaFPrI70hVFWhqesBDC8CjByaMfgiuCgAIDIe+QOz/jMW/KA/7tsWj+dDhFT+HRDaIJWaJKo9F5uaXd0/FsFlxyAkYjiWLByLg6peNFj4+3lAAaOr4o5F78Y9rdMfYoS2hK/7SytkTi8//UAGYkP7Nlzj6j4Ho5WWJljuGnLhZ6P3IeHyR0xMf7f0WMWMeQ+dOffBaVB/I76lQFQ1qenhAC0CpXh3Xnz5p4FajOhiWzeQOJn0co8pxx3HLrl3G7qnDMCsuBwHDl2DxwIDS5WytD3y8FQAa1PFvhKLuOiFo+Bg84ln0FSKGI/j8k5+gB4BLW7B6bws8+1R93vwhm2cymWAwGLhpm6iSmD/uq6ew8u1VOGmsjq4vTUH3MgmBivS0DJigwLlZKzS/eivVCS2HDUcXt6IpkBTEYe2nR2E0peKr9b8hYmB31DB7wx3E5d2YOmwW4nICMHzJYgwsnT1B6+ODovlEHfhXjdmTnbrTSR/ds7uKW/ZLPbUSb686CWP1rnhpSneU7W460jJMgOKMZq2aX13x0twXiZFP1i3ehG7Eb19+gt25JqSu/xRJXYbhcZ6rQnagsLAQOp2O51YQVRKzX0nqmY34Ki4fqNEVA/o3KFsJRT2L+MNnYVKcENw1DL7XtEbj/zRG9PQuaqAYkPTZGhw4uQEb0nti0D+4wapyqDi18m2sOmlE9a4vYUrZ2RPU9DQUzSeaoVVVmD3ZqbuZ9NG9udu4ZZ9UnNn4FYq6OwD9G5Tdza+ejcfhsyYoTsHoGuZ7zZdGDXQf8TSaFGe56rmNWL3xEGLXpuKx4d1484dsHkvMElU+s38lGhITcNQocArqhNByd7DU019j0yED4BqCyMim5coveuPxEf1QstXCeOpzzHr5M+T0HoQOLANVOdQz2PhVHPJRA10H9EfZ+YSKs/GHcdakwCm4K8Lsf/Zkp+520kf34u7jlj0yIDHhKIzihKBOoSjbXRWnv96Eou5GIrJp2d46dxiGIQ+5FD1eZ7qIrbOGY6XaH0PbM0iT7WOJWaLKZ/7E4nI28k0KnO8PKDdxLUTy6lgc0Cvw6fU8hjSp+PXs1m0kBj2oK/rSUs9i5y4N+g4MtoHDN6oIQyISjhohTkHoFOpT9sOgnsbXmw7BAFeEREaiqf3PnuzU3U/66O7dS9wqITd8xdYYcDk7HybFGfcHlFudKUzG6tgD0Cs+6PX8EFTorjYQQ4ZGoGbxfri8E38hYPBgBPKjSHaAJWaJKp/ZEwtnPz/U1irQubiU+cJST6/CtPeToNbqgelznrr+4wRObfDssw8XVx5RUK3TAAy4yRc53SHDZWTnm6A434+AcnfCC5NXI/aAHopPLzw/pMmN78raz+zJTt3DpK8Ex+iO3Xnc0sLDoya0xTvj5UoWMvOKXyo8j/OXTKW/xGgsU5LW+pzh51cbWkUHF5cyvcXpVdPwfpKKWj2mY85T11sR06Dev4ahV3HGq6n9KIb156Ztsn0sMUtkHmaP/y6dn0DPegryUpJxorgaoenvPXhz4GvYKe0wMXYlRjW60YxIiwcGDcf/eWgApSbCnu5fVCedKoezH/xqa6HoXFB2PnEaq6a9jyS1FnpMn4Onrsn6tB4eqFk6e0JW6ewJ589fQun0yQijbc2e7NSdT/o4RvfubuKWZ2hntHIuLjih34vFry7GF2sXY3KfPohOVK9W4zImb8MX8WnIM8FGuKDzEz1RT8lDSvIJFHXXhL/3vImBr+2EtJuI2JWjcMMw7dULIyIbQgstGkSOwGO1LNdyorvFErNEZiJmp0r69ikS6uslQY+Pk4mj+0pIQ19pHDFOVsRfEvWW/z5bNg6tJ061npQ1GeZv7bUOHz4sgwcPtuwftagc2TqygWh1bSQq0VD0IzVDvp/WUby0ntL+5R2SVn6AjEfl7RAXUQABFHFrPUIWfR4ri15+RAI9q4lGgQAQaP2kz/sH5VzurUeYbi5n60hpoNVJm6hEKRolVTK+nyYdvbTi2f5l2VF+kDhGleBu4la27H87XO7TKUXvLxTRuAdJ/3m7ZFHf6qJx9ZaAFh0k7JG+MmhUjOy5ZOEu3YyaLtunhIqvV5A8Pm6ijO4bIg19G0vEuBUSf+nWnw/DodelVbVgmRpvsEBjie6NqqqSmZkpqsrYR1TZFBGxzIMS+alIij+GDHHH/UGtEOR7u881mpDxQW88/N+ROLy6LzzM2cZyEhMTERMTgzVr1ljwr1qW6fwOTOs3FMsvhWBgTz+c278DcRcaI3LKHMwc/hC8rrOmlRP3Dvr0ews/pBsgABSNO5r1i8LCrvvRZ/x2VGv4ABo3vB/16jVA55H/wcQwHjpyT0znsWNaPwxdfgkhA3vC79x+7Ii7gMaRUzBn5nA8dJ1B4hhVkjuOWybknEnAwYRTuKCth9b/6IRAL+Dc0SNQ/VuivpttPySUn5qE+GMZEPf7EdQqCLcfptNxcOcZ1P+/EPjZdheJUFBQAFVV4ebmZu2mEFU5lkssbtflJHz2/loc9eyB0c9HoL6SjlX9euLQC/uxuFt1izbFERKLIvlITYrHsQyB+/1BaBXki1tOn3LOIOFgAk5d0KJe63+gU9HsCUdUf7Ss78ZnrMsw4tj7g/Cm+jo++/fdFx+400kfx4iIqCwRQXZ2Ntzc3FgNisgMbCyxMOJw1EMImZUEg1ILg778CysbzMY/xuuwYl8UWlo4BjhOYkFmpd+PSS3DsMAwCt/+bzEsnB8TEVGxwsJCFBQUwN2dx4kSmYON3bQ0IS/3CkQASC4Of/EGhoz8Cs1fGYcWvLFAdirn24/wxW9GqGfWYdk3f8Nm9uySfTNl4siOdVi3+zhyrN0WIjvBErNE5mVjiYUzOr2yEFMfDYKPmw7ph35GjbGr8e4T3rbWUKLbYzqPr1Z9jTQVgOkitq34FH+o1m4UVQmm01g3ZTAGv/4NzvEzRXRLLDFLZH42tw6gua8Hpm89hunWbghRJVD/WIuPd14uXqUQXNn/ET78ZRxm8/h4IiKLYolZIvPjQgCR2RiR/EksUus/gGolx0oYUrBm+bd8dIWIyIJMJhMMBgNcXFys3RSiKo2JBZG55O/DR+urY8THUXjMu+RSU5H21QdYd447LYiILKWwsBA6nQ4aDac9RObEK6yKyD21A4teG4vRL/wbE6ctw49HNuGtIZEYuSSp+CRdsrTMbSuxo+HTGNjhSYyKbICSg4tNl3dhxccp4GPxRETmJyLQ6/VcrSCyACYW9s50Hj/Mfhxte7yHzIgpWLjoPcwdUw2xI/6NebHf4bJnQ9vbSOMITKn48uP9aD0oEvU01RE26hm00JU8D6XHLx9/gP0F1m0iEZEjMBgMUBSF51YQWYBZEgtFUazyn8MxpWHLSz3w+NxsjNjwDd7o3gAuALR+zeF95SzyXR5CeBhrdVuD+uunWH2sK57p4wMNAKeWQzGsc3WUfEqNv32GZZsvWbOJVI614tatYpfxlzfRwbMGatQo959nKOb8zwjjobfQ1uM6r3t1RXTKjdfFbLGvRObAErNElsP03W4V4viiIXh26Wk8FHMQL7e+JmgazyE1Q4VTcBjCfSvmjtb8crep8xjNphCHPo7F370WoEfN4h9p/TFwZE/M3LseF00ATH9j8wdrcbrfC/C/TnrPMaISilczdOn5KPzL5wiSjeO7d+GY04MIC28Ct/L/0OkBPFCTE3lybCwxS2RZZkksODExP/W35Xgx6ntkN5mAmaObXn1+HwAKE/fj4CUNAgaHobH2hr+CzCX3O3y4NgWZbtPwz87XZA2GjGv2VQjy9n6ElUljMKMN83tbYKtxS9voacz77OmKLxgP442HvscJ13/h3c9eQ+AdXuu22l+iysQSs0SWxRmNXcrHnpj5+CHbGZ3eGIOHy6zw6hH/5UacNNXCwC6tcb3TEjihMCcT/t60EtvqjMOy9yLhq5R97fTqURi2IgUGAcRwBKuXfYdXl/eocLeZY0REdG9KSsy6u/ORYCJLYWJhj/J/wOeb/oRJ9zB69wkos1phOv8VFsaehFqtJ7p0rGa1Jjos9Qw+X7kPQc/+jCc6+1fYxPRw7aFY8slriNMLABV/fbkU697qjmF+rKNARFSZWGKWyPJ4tdkh46mDOJyhQlOvDdrXvzatyMR3787H95cETg92REdvDq+lFSZ8iA8THsJT/Rtc9+LSNnkK/Tu6XN3EbcragSUf/o8lgYmIKhFLzBJZB2eedkj9+29cNAGaGh6ocTWvMOKPz2Zis6YFfKFB3fYPozH+xJa1u3GeZ7FZhv4Ylk5biuPu9eHvfoNLS+OH5oE+pRee6JGwcCo++p2pBRFRZWGJWSLrYGJhh5z8G8PfWYHxt93Y/MtlmApSsXfB83gjpSfG+qfhN6MWjfxdsCkqGqceeBjXKQxFlcx0bh3GtP8HXt6dCcOfK/FUm87o88oGpF5N6ky4uO1N9PtnJwxbfbbM4XimC9swvksXTN70txVaTkRU9bDELJF1KGLxXaL5SDuajBPpV+DsG4jWLeqiumUbcNsSExMRExODNWvWWLsp5VzGnqnd0S/6ELJEh2o+QXj8lfex8N+hKFjcHU1f2gPVNwxTP/sSUWHezB6JKkN+Go4mn0D6FWf4BrZGi7q2GrnuXX7aUSSfSMcVZ18Etm6BKtxVqoKMRiNyc3Ph4eHBalBEFmbhNcIs7ImejLWpteDjnI1f923Bvuz2mLR8OSZ38eEE+LZ5IPyd/+LEswk4dqE6GrVsjvo1i5+JGrUGP7X5EzWad8ADXnxHiSpF1h5ET16L1Fo+cM7+Ffu27EN2+0lYvnwyuvhUressa080Jq9NRS0fZ2T/ug9b9mWj/aTlWD65C6pYV6mKKtlbwaSCyPKssGJxDTUNm8eGo/+GRnjv580YY2OHLtjuioU52c+KkiPjHWXrUtM2Y2x4f2xo9B5+3jymCp8XoyJt81iE99+ARu/9jM1jGqPKdpWqBJPJhOzsbLi7u7MaFJEVWPeq0/qh14xX0UPdhej5e1Fg1cZQ0YrSS4j64Gvs3LEO744IgX/Qk5iz729w/7ftyNoTjZeiPsDXO3dg3bsjEOIfhCfn7MPfHCSL0fr1woxXe0DdFY35e6ty5NLCr9cMvNpDxa7o+ajSXaUqgSVmiazL6uUSNLXD0CVYwbZd25BQGIFO1zvRjSzEE+GvrEB4yf+qUUUrSk8+Cw8bXFFyVJ7hr2BF6SAhavNYhPd/Es968I6y5WhQO6wLgpVt2LUtAYURna57GGWVoKmNsC7BULbtwraEQkQwSJONKikx6+ZW/shRIrIUqycW0NaBn48L1EMpOJ5rREDqT/j1Uvlbrxp4B3aEf0EiEs7koejZLQXO97VASGAt7s0wl5IVpXWjED1/L4YuigBrbNiakjvK6zAqej72Dl2ECA6SRWjr+MHHRcWhlOPINQYg9adfUTF0eSOwoz8KEhNwJq/4qVPFGfe1CEFgLXuJXFrU8fOBi3oIKcdzYQxIxU+/XqqwiqnxDkRH/wIkJpxBaVfvQ4uQQNhNV8muGQwGaDQalpglsiKLX33Gi0ewff0mxB1Lg96zKTr3i4RAAGMWMrP0uJD4CSaNX4Vfsoq/tpRqCB4YhZnT2sMvOwV7l87GO+tOoHrbAZg4fSY6BNaydBccCleU7ADvKFuAERePbMf6TXE4lqaHZ9PO6BcpKApdmcjSX0DiJ5MwftUvKA1dwRgYNRPT2vshO2Uvls5+B+tOVEfbARMxfWYH2GzoMl7Eke3rsSnuGNL0nmjauR+KumpEVmYW9BcS8cmk8Vj1S1ZxcqGgWvBARM2chvZ+2UjZuxSz31mHE9XbYsDE6ZjZIRC22lWqWnggHpH1WS6xMGXi4NLxeO719chsOxZTJwxAS/U7vNU3HGf0BRAITCZXBD+zHBuMFxEy8pvig92MMNXtgu5BrqiO/ngscAGWhb+DTRtfQbsaFmu94+KKkh3gHWVzMmUexNLxz+H19ZloO3YqJgxoCfW7t9A3/Az0BQKICSbXYDyzfAOMF0Mw8pvzRe+90YS6XbojyLU60P8xBC5YhvB3NmHjK+1gm6HLhMyDSzH+udexPrMtxk6dgAEtVXz3Vl+En9GjqKsmuAY/g+UbjLgYMhLfFJ++aTTVRZfuQSjqaiAWLAvHO5s24hUGabIQo9EIVVWh0+ms3RQixyYWkS37p4eKl0YnAU/Hyu+Gkp/r5ccJTcQJEMWlhyzLKP6x8Q/5sLePaAABIIpbB3nzYJ5k7X1V2rcYKutTVYu0+vDhwzJ48GCL/C1bYbiQLJuWzZIp48fJhKgFsiEpVT590k0UXajM/S1XklePkHaeGkHx2ECpJsGDZss3x67IhQNrZMZTD4qropVa7QbJrC2/i9HaHaqKDBckedMymTVlvIybECULNiRJ6qdPipuik9C5v0lu8moZ0c7z6vUDKFIteJDM/uaYXLlwQNbMeEoedFVEW6udDJq1RX7nIN1Y9n6ZHuolGl2APB37u5SGrh9lQhMnARRx6bFMSkPXh9LbR3P1fXfr8KYczMuSva+2lxZD14uFQtddyd4/XUK9NKILeFpiS4O06H+cIE2cIFBcpEdpkJY/PuwtPpqSOOAmHd48KHlZe+XV9i1k6PpUseGuUhWUm5sr+fn51m4GkcOzSGKRtesFaapTxKnxaNl+6dpXMzjbRAAACeVJREFUjJLyzsOiA0Rbf7TsLLjmlVNLpad36Re0a7MICWseKlFxOZZosog4WGKhXpKfFw2Wlp6uUj9ioizd/KPs/+Yt6d6oqTStpxXoOsmck0YRMcrplU+I79UJhU6aT94veSIiUiAJUQ9J3Yg5cshyw+RAVLn08yIZ3NJTXOtHyMSlm+XH/d/IW90bSdOm9UQLnXSac1KMImI8vVKe8C29fnTNJ8v+okGSgoQoeahuhMzhIN1Clux6oanoFCdpPHq7lA1dKfLOwzoBtFJ/9E4pDV1GObW0p3hfvT5cpVlEmDQPjRILhq47l7VLXmiqE8WpsYwuG6TFmPKOPKyDQFtfRpcN0rK0p3fpDSDXZhIR1lxCo+LElrtKVY+qqpKZmSmqynSWyNrMn1gYT8q7YW6iKG7SbeEf5e5g6+WHFxuJFopU676k3N08o5xY+E/xKvmChkZ8B62XTLM3uJTjJBb2uaLkaHhH2bKMJ9+VMDdFFLdusvCPcss6+h/kxUZagVJNui8p914aT8jCf3qVrhhpfGXQektGrjtllJPvhomboohbt4VSsasvSiMtRKnWXZaUu7aNJxbKP71KVzA1voPEprtKVdKVK1ckNzfX2s0gIhEx+5PV6pmN+CouH6jRFQP6NyhbClM9i/jDZ2FSnBDcNQy+ZVqjRdPnF+KNrp7Fz+ibkLFhFqLj8szdZIdzefdUDJsVh5yA4ViyeCACru680cLHxxsKAE0dfzRyL/mxP4bOn4Ee3kUjI3nxmDOkN54Y+1/0/OB99KvLB/Yr3eXdmDpsFuJyAjB8yWIMLB0kaH184F00SPAvHST4D52PGT28i64fyUP8nCHo/cRY/LfnB3i/X13ufbkpFWc2foWi0DUA/RuULeKrno3H4bMmKE7B6BrmW/a91DbF8wvfQFfP4p+aMrBhVjRsNnSpZ7Dxqzjkowa6DuiPsl1VcTb+MM6aFDgFd0VY2SANbdPnsfCNrijt6gbMio6DrXaVqh4RQUFBATdtE9kIs88tDIkJOGoUOAV1QqhP2T+nnv4amw4ZANcQREY2rVh/X6kG71rucHJSAABSkIQF46MRz0OaKo96CivfXoWTxuro+tIUdPcq8yLS0zJgggLnZq3Q/Jo9cdrGz+G9NyPgVTRrRUHKDzjeegImdORmzcqn4tTKt7HqpBHVu76EKWUHCWp6GjJMgOLcDK3KDhKee+9NRHgVJ4AFKfjheGtMmNDRRjcP2xIDEhOOwihOCOoUirKhS8XprzehKHRFIrJpxZNDlGreqOXuhKLQJShIWoDx0fG2eQioIREJR40QpyB0CvUp+6WgnsbXmw7BAFeEREaiYlcVVPOuBXcnJxR1tQBJC8YjmkGaLMRgMECr1bLELJGNMH9icTkb+SYFzvcHlLsTVojk1bE4oFfg0+t5DGlS/htLj+T5IzBPOwPb5kYU3xET5CfE4MW5h6E3d8MdBFeU7ADvKFuBAZez82FSnHF/QLnrojAZq2MPQK/4oNfzQ1AxdCVj/oh50M7YhrkRxdeH5CMh5kXMPWyDkctwGdn5JijO9yOg3MpMYfJqxB7QQ/HpheeHNKlw80efPB8j5mkxY9tcRBR/yCQ/ATEvzoUtdpWqHpaYJbItZk8snP38UFurQOfiUuZLST29CtPeT4Jaqwemz3mq3KQVyNozDcNXN8F/ljyDbi8swvRwz6uPdByc+yLmHyk0d9MdAleU7ADvKFuBM/z8akOr6ODiUiZy4fSqaXg/SUWtHtMx56lyj0EhC3umDcfqJv/Bkme64YVF0xFeMuHOO4i5L86HzYUuZz/41dZC0bmgbFdPY9W095Gk1kKP6XPwVMUgjWnDV6PJf5bgmW4vYNH08Ks3gPIOzsWL84/A1rpKVYvRaITJZGKJWSJbYvZdHDlbZWQDrejaREli8X5TNeN7mdbRS7Se7eXlHWkVNpEWHP1A+tb3lEdXlL6mT3hDWutKN3J7hM2TowYxK0fYvJ298jFxgSJuT8ZK2a1vekmIaiM6RSN1ImMlvcJO3wJJmhshwf/6WHbP7yae12wSDpmRcE2VHLpn2SvlMReI4vakxJbbn6hPiJI2OkU0dSIltuIgSUHSXIkI/pd8vHu+dPO8pgxqyAxJ4CDdVM7WkdJAq5M2UYnFZWZVyfh+mnT00opn+5dlR1qFyCVHP+gr9T0flRVXX9NLwhutRXd1I7eHhM07KmYOXXcoR7aObCBaXRuJKg3S8v20juKl9ZT2L++Qil09Kh/0rS+ej64ofU2fIG+01pVu5PYIk3nmDtLk0HJzc+XKlSvWbgYRXcMC5WZVSd8+RUJ9vSTo8XEycXRfCWnoK40jxsmK+Evlkgq97I/uLQ96aUVRtOId3FumbTwnxvNbJarXg6WT1+LzEx4Y/mXFL7xK5AiJRcH256SeViOeT6+Xa8Oz8Y9l0tNLIxrvnrL0t4oHHWR+P0naBY+WrRdUEcNxWdCt9NwEpWaozE7WW64TVV3BdnmunlY0nk/L+rKDJMt6eolG4y09l/5W8cyQzO9lUrtgGb31gqhikOMLrk0Aa0ro7GThKN2Emi7bp4SKr1eQPD5uoozuGyINfRtLxLgVEn+pXODR75fo3g+Kl1YRRestwb2nycZzRjm/NUp6PXjtmSIQpdoDMvzLNOv06QbU9O0yJdRXvIIel3ETR0vfkIbi2zhCxq2Il4pdjZbeD3qJVlFE6x0svadtlHPG87I1qpc8eO0ZN1Ck2gPD5UtzBmlyWCwxS2SbLHRAnojknZXEH3bKzj0H5Fi6fdxhcITEwp5XlBwH7yhbU97ZRPlh507Zc+CY2Enoukt5cjbxB9m5c48cOJYuVbqrZPfy8/NZYpbIBlkusbBDKSkpMnXqVGs3w8zsd0XJkfCOMhFREZPJJJmZmWIw8MYIka1RREQsuqmDbFN+KpLijyFD3HF/UCsE+bpau0VUQT5Sk+JxLEPgfn8QWgX5gqNERI6msLAQer0eNWvWtHZTiKgcJhZERERkN3JycuDi4gJnZ2drN4WIyuHhu0RERGQXWGKWyLYxsSAiIiK7UHIgnqIo1m4KEV0HEwsiIiKyeSaTCQaDgY9AEdkwJhZERERk8/R6PXQ6HTQaTl2IbBWvTiIiIrJpInL1MSgisl1MLIiIiMimGQwGaLVaODk5WbspRHQTTCyIiIjIphUUFHC1gsgOMLEgIiIim2U0GiEiLDFLZAeYWBAREZHNYolZIvvBxIKIiIhsEkvMEtkXJhZERERkk1hilsi+8EolIiIim1NSYtbV1dXaTSGi28TEgoiIiGxOSYlZrVZr7aYQ0W1iYkFEREQ2hyVmiewPEwsiIiKyKSwxS2SfmFgQERGRTWGJWSL7xMSCiIiIbAZLzBLZr/8HB2/mcPXyl4wAAAAASUVORK5CYII="
    }
   },
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "![image.png](attachment:image.png)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 3.5 扩展矩阵对矩阵求导"
   ]
  },
  {
   "attachments": {
    "image.png": {
     "image/png": 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"
    }
   },
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "![image.png](attachment:image.png)"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3.6.3",
   "language": "python",
   "name": "python3.6.3"
  },
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